{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "16d7e3a2",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Pulse-shaping Basics\n",
    "In this tutorial notebook, you will learn about various components of Sionna PHY's signal module, such as pulse-shaping filters, windowing functions, as well as layers for up- and down-sampling.\n",
    "\n",
    "Below is a schematic diagram of the used components and how they connect. For simplicity, we have not added any channel between the pulse-shaping filter and the matched filter."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "869a8bbe",
   "metadata": {},
   "source": [
    "![System model]()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1d82a5b",
   "metadata": {},
   "source": [
    "You will learn how to:\n",
    "\n",
    "* Use filters for pulse-shaping and matched filtering\n",
    "* Visualize impulse and magnitude responses\n",
    "* Compute the empirical power spectral density (PSD) and adjacent channel leakage power ratio (ACLR)\n",
    "* Apply the Upsampling and Downsampling layers\n",
    "* Add windowing to filters for improved spectral characteristics\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07ef185d",
   "metadata": {},
   "source": [
    "## Table of Contents\n",
    "* [GPU Configuration and Imports](#GPU-Configuration-and-Imports)\n",
    "* [Pulse-shaping of a sequence of QAM symbols](#Pulse-shaping-of-a-sequence-of-QAM-symbols)\n",
    "* [Recovering the QAM symbols through matched filtering and downsampling](#Recovering-the-QAM-symbols-through-matched-filtering-and-downsampling)\n",
    "* [Investigating the ACLR](#Investigating-the-ACLR)\n",
    "* [Windowing](#Windowing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b81367c6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## GPU Configuration and Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6f33a6da",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:06.057155Z",
     "iopub.status.busy": "2025-03-11T00:48:06.056623Z",
     "iopub.status.idle": "2025-03-11T00:48:08.544442Z",
     "shell.execute_reply": "2025-03-11T00:48:08.543632Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "if os.getenv(\"CUDA_VISIBLE_DEVICES\") is None:\n",
    "    gpu_num = 0 # Use \"\" to use the CPU\n",
    "    os.environ[\"CUDA_VISIBLE_DEVICES\"] = f\"{gpu_num}\"\n",
    "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'\n",
    "\n",
    "# Import Sionna\n",
    "try:\n",
    "    import sionna.phy\n",
    "except ImportError as e:\n",
    "    import sys\n",
    "    if 'google.colab' in sys.modules:\n",
    "       # Install Sionna in Google Colab\n",
    "       print(\"Installing Sionna and restarting the runtime. Please run the cell again.\")\n",
    "       os.system(\"pip install sionna\")\n",
    "       os.kill(os.getpid(), 5)\n",
    "    else:\n",
    "       raise e\n",
    "\n",
    "# Configure the notebook to use only a single GPU and allocate only as much memory as needed\n",
    "# For more details, see https://www.tensorflow.org/guide/gpu\n",
    "import tensorflow as tf\n",
    "gpus = tf.config.list_physical_devices('GPU')\n",
    "if gpus:\n",
    "    try:\n",
    "        tf.config.experimental.set_memory_growth(gpus[0], True)\n",
    "    except RuntimeError as e:\n",
    "        print(e)\n",
    "# Avoid warnings from TensorFlow\n",
    "tf.get_logger().setLevel('ERROR')\n",
    "\n",
    "# Set random seed for reproducibility\n",
    "sionna.phy.config.seed = 42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8bb13371",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:08.548553Z",
     "iopub.status.busy": "2025-03-11T00:48:08.548156Z",
     "iopub.status.idle": "2025-03-11T00:48:08.558224Z",
     "shell.execute_reply": "2025-03-11T00:48:08.557261Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from sionna.phy.mapping import QAMSource\n",
    "from sionna.phy.signal import Upsampling, Downsampling, \\\n",
    "                              RootRaisedCosineFilter, empirical_psd, \\\n",
    "                              empirical_aclr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bde1a465",
   "metadata": {},
   "source": [
    "## Pulse-shaping of a sequence of QAM symbols"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "264630cd",
   "metadata": {},
   "source": [
    "We start by creating a root-raised-cosine filter with a roll-off factor of 0.22, spanning 32 symbols, with an oversampling factor of four."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00ab1930",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:08.561356Z",
     "iopub.status.busy": "2025-03-11T00:48:08.561040Z",
     "iopub.status.idle": "2025-03-11T00:48:08.568089Z",
     "shell.execute_reply": "2025-03-11T00:48:08.567425Z"
    }
   },
   "outputs": [],
   "source": [
    "beta = 0.22 # Roll-off factor\n",
    "span_in_symbols = 32 # Filter span in symbold\n",
    "samples_per_symbol = 4 # Number of samples per symbol, i.e., the oversampling factor\n",
    "rrcf = RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, beta)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4039e93c",
   "metadata": {},
   "source": [
    "All filters have a function to visualize their impulse response $h(t)$ and magnitude response $H(f)$, i.e., the absolute value of the Fourier transform of $h(t)$. The symbol duration is denoted $T$ and the bandwidth $W$. The *normalized time* and *normalized frequency* are then defined as $t/T$ and $f/W$, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "42363acc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:08.571373Z",
     "iopub.status.busy": "2025-03-11T00:48:08.571054Z",
     "iopub.status.idle": "2025-03-11T00:48:09.323692Z",
     "shell.execute_reply": "2025-03-11T00:48:09.323081Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rrcf.show(\"impulse\")\n",
    "rrcf.show(\"magnitude\", \"db\") # Logarithmic scale\n",
    "rrcf.show(\"magnitude\", \"lin\") # Linear scale"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdfc4a2b",
   "metadata": {},
   "source": [
    "In Sionna, filters have always an odd number of samples. This is despite the fact that the product *span_in_symbols* $\\times$ *samples_per_symbol* can be even. Let us verify the length property of our root-raised-cosine filter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "90b1a8df",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:09.327670Z",
     "iopub.status.busy": "2025-03-11T00:48:09.327469Z",
     "iopub.status.idle": "2025-03-11T00:48:09.331714Z",
     "shell.execute_reply": "2025-03-11T00:48:09.330911Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter length: 129\n"
     ]
    }
   ],
   "source": [
    "print(\"Filter length:\", rrcf.length)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53205a41",
   "metadata": {},
   "source": [
    "Next, we will use this filter to pulse shape a sequence of QAM symbols. This requires upsampling of the sequence to the desired sampling rate. The sampling rate is defined as the number of samples per symbol $k$, and upsampling simply means that $k-1$ zeros are inserted after every QAM symbol."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0b539cd8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:09.335419Z",
     "iopub.status.busy": "2025-03-11T00:48:09.335121Z",
     "iopub.status.idle": "2025-03-11T00:48:09.903906Z",
     "shell.execute_reply": "2025-03-11T00:48:09.902917Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of x (128, 1000)\n",
      "Shape of x_us (128, 4000)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Configure QAM source\n",
    "num_bits_per_symbol = 4 # The modulation order of the QAM constellation, i.e., 16QAM\n",
    "qam = QAMSource(num_bits_per_symbol) # Layer to generate batches of QAM symbols\n",
    "\n",
    "# Generate batch of QAM symbol sequences\n",
    "batch_size = 128\n",
    "num_symbols = 1000\n",
    "x = qam([batch_size, num_symbols])\n",
    "print(\"Shape of x\", x.shape)\n",
    "\n",
    "# Create instance of the Upsampling layer\n",
    "us = Upsampling(samples_per_symbol)\n",
    "\n",
    "# Upsample the QAM symbol sequence\n",
    "x_us = us(x)\n",
    "print(\"Shape of x_us\", x_us.shape)\n",
    "\n",
    "# Inspect the first few elements of one row of x_us\n",
    "plt.stem(np.abs(x_us)[0,:20]);\n",
    "plt.xlabel(r\"Sample index $i$\")\n",
    "plt.ylabel(r\"|$x_{us}[i]$|\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6759b17-3220-4518-8be5-b07fdbd9553c",
   "metadata": {},
   "source": [
    "After upsampling, we can apply the filter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c70489bc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:09.908092Z",
     "iopub.status.busy": "2025-03-11T00:48:09.907760Z",
     "iopub.status.idle": "2025-03-11T00:48:10.313575Z",
     "shell.execute_reply": "2025-03-11T00:48:10.312695Z"
    }
   },
   "outputs": [],
   "source": [
    "# Filter the upsampled sequence\n",
    "x_rrcf = rrcf(x_us)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0642b8b",
   "metadata": {},
   "source": [
    "## Recovering the QAM symbols through matched filtering and downsampling"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30bb8e7e",
   "metadata": {},
   "source": [
    "In order to recover the QAM symbols from this waveform, we need to apply a matched filter, i.e., the same filter in our case, and downsample the result, starting from the correct index. This index can be obtained as follows. The transmit filter has its peak value after $(L-1)/2$ samples, where $L$ is the filter length. If we apply the same filter for reception, the peak will be delayed by a total of $L-1$ samples. The code in the following cell creates a Downsampling layer that allows us to recover the transmitted symbol sequence.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1c74d87c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:10.317916Z",
     "iopub.status.busy": "2025-03-11T00:48:10.317703Z",
     "iopub.status.idle": "2025-03-11T00:48:10.587631Z",
     "shell.execute_reply": "2025-03-11T00:48:10.586171Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3biQ7O5sePXoQFhZGREQEb7/9NjExMWRkZPDII4/Y7bFnZGQwe/Zs/vznP7Nt2zZee+21eivB2/L4pk2bxpw5c4iIiCAqKorHH3/cOpWgPg09fnu1OWrUKBYvXsykSZMIDQ1l7ty5tb6caO5zV5Ovry8PP/wwDz30EN7e3lx44YVkZ2ezZ88epk2b1qw2AgICmD59OnPmzCE8PJz4+HheeuklSktLmTZtWqMx1dTQed6tWzfmzp0LwPfff09eXh7Tpk07p2f96quv5p133jln7Xaj0WgdSl7Xlz5na+g5r+nGG2/kwQcfZNGiRbz//vtNerz1aeicb+rxtvVx6NLT07n88st57LHHmDJlCp06dWLYsGFs27aNgQMHkpKSQteuZ97ndu/ebZ16YTKZyMvL46GHHuKOO+6Q4fVCCCGEEHYgiXsTmS1qraRdp/9ttjQ+B725unbtypYtW3jqqae47rrryM3NJTo6miuvvJKnnnqK8PBw631HjRpFeHg4+/fv58YbbzxnX88++yzt2rXjhRde4NChQ4SGhjJw4EAee+yxetsPDg5mzZo1LFiwgMLCQhISEpg3bx4TJkwA4OOPP2bmzJn07t2b7t27s3DhwnPmGTfXrbfeSllZGUOGDMFoNHLfffdx991313v/xh7fyy+/THFxMZMmTSIoKIgHHnig0SWuGnv89mjz0UcfJS0tjYkTJxISEsKzzz5bq8fdlnZs8eSTT2IymZg7dy7Hjx8nJiamVpLbnDZefPFFLBYLt9xyC0VFRZx//vn89NNPjc6jPlvXrl3ZvHkzTz/9NNdddx1ZWVmoqspVV13Ff//7X/z9/QFtmPyYMWPOSdpBS9xfeukldu7cec5twcHBNsfS2HOuCwkJ4eqrr2bJkiVceeWVTXq89WnsnG/K8bb1cQDk5uZy6aWXMnnyZOuXb0OHDmXChAk89thjLF26lN27d9eqW7FlyxbrsoZBQUHs3r2br7/+muuuu47nn3/ebsdECCGEEKKtUlRbqp15kMLCQkJCQigoKDjnA3p5eTlpaWkkJSXh6+vroghFUyUnJ9O/f/9z1jdvDVrzY7Onp556ildeeYXly5dzwQUXuDqcOo0ePZpevXqxcOFCV4ficG+++SanTp3iiSeeYO3atUyYMIGCggIUReHAgQPW3vi//OUvjBw5kuuvv94pccl7vBBCCCFcpaE81B6kx10I4fb+9re/kZiYyIYNGxgyZEij0xqcKS8vj1WrVrFq1SreeOMNV4fjFBMmTGDy5MmkpKSQkJBAjx49rAX2nnvuOTZs2IC/vz/Dhw/n2muvdXG0QgghhBCeTxJ3IYRHuP32210dQp0GDBhAXl4ef//735u8vJ+nSkhIYMeOHda/n332Wevl9957zwURCSGEEEK0bpK4C7e3atUqV4fgMK35sbUV6enprg5BCCGEEEK0cu4z3lQIIYQQQgghhBDnkMRdCCGEEEIIIYRwY5K4CyGEEEIIIYQQbkwSdyGEEEIIIYQQwo1J4i6EEEIIIYQQQrgxSdyFEEIIIYQQQgg3Jom7EEIIIYQQQgjhxiRxF0IIIYQQQggh3Jgk7kIIIYQQQgghhBuTxF0IIYQQQgghhHBjkrgLl0lOTmbWrFmttr22RlVV7r77bsLDw1EUhR07drg6JJu58txwVtty/gshhBBCeC6TqwMQtlEUpcHbn3rqKZ5++mnnBGMnX375JV5eXta/k5OT6d+/PwsWLGjwOuGeli5dyuLFi1m1ahWdOnUiMjJSnj83cvbrTQghhBBCeA5J3D1EZmam9fInn3zC3Llz2b9/v/W6wMDAc7aprKzE29vbKfE1R3h4uKtDEHaUmppKTEwMw4cPt/u+3f1c9gTyehNCCCGE8FwyVN5DREdHW39CQkJQFKXWdYGBgSQnJzNjxgxmzZpFZGQk48ePB7Se0BEjRhAaGkpERAQTJ04kNTXVuu/k5GRmzpzJQw89RHh4ONHR0ef03n/++ef06dMHPz8/IiIiGDNmDCUlJdbt7733XmbNmkVYWBjt27dn0aJFlJSUcPvttxMUFESXLl348ccfa+2z5tDd2267jdWrV/Pqq6+iKAqKotR5XXp6OhaLhRdeeIGkpCT8/Pzo168fn3/+ea19l5SUcOuttxIYGEhMTAzz5s1r9Bg39Bib2+bZw5MTExPP6X3u379/rePdWFu2PF8Wi4WXXnqJLl264OPjQ3x8PM8//7zNbZytsXPotttu49577yUjIwNFUUhMTGzR81ffuXw2/X4zZswgJCSEyMhInnzySVRVbdIxr6mh86A5x87WfTb0fNryGm7sOJx9LtpyHhUVFXHTTTcREBBATEwM8+fPb3TI/UcffYSfn1+tLxtvv/12+vbtS0FBQYPHSQghhBBC1E0Sd1WFyhLX/NT4UG0v7733Ht7e3qxdu5Y333wT0BLK2bNns2XLFlauXInBYOBPf/oTFoul1nYBAQFs3LiRl156iWeeeYbly5cDWm//lClTuOOOO9i7dy+rVq3iqquuqpUUvPfee0RGRrJp0ybuvfdepk+fzrXXXsvw4cPZtm0b48aN45ZbbqG0tLTOuF999VWGDRvGXXfdRWZmJpmZmXVeFxcXxwsvvMD777/Pm2++yZ49e7j//vu5+eabWb16tXV/c+bMYfXq1XzzzTcsW7aMVatWsW3btnqPW2OP0RFt1seWthp6vgAeffRRXnzxRZ588kn++OMP/ve//9G+ffsmtVFTY+fQq6++yjPPPEPHjh3JzMxk8+bNLXr+9Md49rlcl/feew+TycSmTZt49dVXeeWVV/j3v//d5OMOtp3rTT12tr5+Gno+bX0NN/U4NNbu7NmzWbt2Ld9++y3Lly/n119/bfScvuGGG+jWrRv/93//B2jTeFasWMGPP/5ISEhIg9sKIYQQQoh6qK1MQUGBCqgFBQXn3FZWVqb+8ccfallZ2ZkrK4pV9alg1/xUFDfrMb777rtqSEjIOdePHDlSHTBgQKPbZ2dnq4C6a9cu63YjRoyodZ/BgwerDz/8sKqqqrp161YVUNPT0+vc39nbV1dXqwEBAeott9xivS4zM1MF1PXr19fa7r777qv377quKy8vV/39/dV169bVut+0adPUKVOmqKqqqkVFRaq3t7f66aefWm/PyclR/fz8ztm/rqHHaM82ExIS1Pnz59faT79+/dSnnnrK5rYae74KCwtVHx8fddGiRXU+VlvaaMzZ55Cqqur8+fPVhISEWvdrzvOnb2fLuTxy5Ei1R48eqsVisV738MMPqz169LD+3dgxrxlnY+d6c45dU18/qlr7+axLXa/hxo5DXa+3xs4jLy8v9bPPPrPenp+fr/r7+9f7OtJ99913qo+Pj/rcc8+pYWFh6u7duxu8vy3uuusutX///upzzz1X733qfI8XQgghhHCChvJQe5A57q3MoEGDzrnuwIEDzJ07l40bN3Lq1ClrL11GRga9e/cGoG/fvrW2iYmJISsrC4B+/foxevRo+vTpw/jx4xk3bhzXXHMNYWFh1vvX3N5oNBIREUGfPn2s1+m9vfo+m+vgwYOUlpYyduzYWtdXVlYyYMAAQJtrXVlZydChQ623h4eH071793r329BjdFSbzX180PDztXfvXioqKhg9enSL2qjJlnPIno8P6j6X63LBBRfUKt44bNgw5s2bh9lsxmg02hwbNH6uN+fYNfX1A7WfT7Dt+DfnODTU7qFDh6iqqmLIkCHW20NCQmw6pydOnEjPnj155plnWLZsGb169arzfmfHVl+sO3fuJCMjg+3btzfathBCCCFEaySJu5c/PHbcdW3bWUBAwDnXTZo0iYSEBBYtWkRsbCwWi4XevXtTWVl5JpSzqk0rimJNDoxGI8uXL2fdunUsW7aM1157jccff5yNGzeSlJRU7/Y1r9MTippDe5ujuLgYgCVLltChQ4dat/n4+DR7vw09Rnu2aTAYag2RBqiqqrJetrWthp4vPz+/BmNozuOx5RyyRVParutcbo7GjnlNjZ3rzTl2zX391Hyt2Ov4n62xdptr6dKl7Nu3D7PZXGuKBsAVV1xBx44d2bx5M3/+85/59ttva/09duxYZsyYwdGjR6mqquKNN95gypQpKIrC8OHDWbduXYvjE0IIIYTwNDLHXVHAO8A1P40s8WYPOTk57N+/nyeeeILRo0fTo0cP8vLymrwfRVG48MIL+dvf/sb27dvx9vbmq6++smus3t7emM3mBq/r2bMnPj4+ZGRk0KVLl1o/cXFxAHTu3BkvLy82btxo3S4vL4+UlJQG26/vMdqzzXbt2tUq2lVYWEhaWlqTHl9junbtip+fHytXrqzz9qa20ZJzqDnPX1PVPOYAGzZsoGvXrtae28aO+dkaOtebG39LXj+2Hv/GjkNTderUCS8vLzZv3my9rqCgoNHX0bZt27juuut45513GD16NE8++WSt23ft2kX37t3ZvHkzd955Z62/b731Vi677DIeeOABtm/fzq+//sqwYcOYMmUKCxYskKRdCCGEEG2W9Li3cmFhYURERPD2228TExNDRkYGjzzySJP2sXHjRlauXMm4ceOIiopi48aNZGdn06NHD7vGmpiYyMaNG0lPTycwMJDw8PA6r3vwwQe5//77sVgsjBgxgoKCAtauXUtwcDBTp04lMDCQadOmMWfOHCIiIoiKiuLxxx/HYKj/e6qGHmNQUJDd2hw1ahSLFy9m0qRJhIaGMnfu3FqJlS1tNcbX15eHH36Yhx56CG9vby688EKys7PZs2cP06ZNa3IbLTmHmvP8NVVGRgazZ8/mz3/+M9u2beO1116rtYpAY8e8psbO9eY8Py19/dh6/Bs7Dk0VFBTE1KlTmTNnDuHh4URFRfHUU09hMBhqDcmvKT09ncsvv5zHHnuMKVOm0KlTJ4YNG8a2bdsYOHAgRUVFmM1m7rvvPoBz/v7qq6+44IILSE5Otj520JL9O++8s9mPRQghhBDC00ni3soZDAY+/vhjZs6cSe/evenevTsLFy60fjC2RXBwMGvWrGHBggUUFhaSkJDAvHnzmDBhgl1jffDBB5k6dSo9e/akrKyMtLS0Oq979tlnadeuHS+88AKHDh0iNDSUgQMH8thjj1n39fLLL1NcXMykSZMICgrigQceaHApqsYeo73afPTRR0lLS2PixImEhITw7LPPntP7a0tbjXnyyScxmUzMnTuX48ePExMTwz333NOsNlpyDjX3+WuKW2+9lbKyMoYMGYLRaOS+++7j7rvvtt5uyzHX2XKuNzX+lr5+bD3+jR2H5njllVe45557mDhxIsHBwTz00EMcOXIEX1/fc+6bm5vLpZdeyuTJk61fLAwdOpQJEybw2GOPsXTpUvbs2cPw4cOt25z9965du2rNqdcdOHCArl27tuixCCGEEEJ4MkU9e/KnhyssLCQkJISCggKCg4Nr3VZeXk5aWhpJSUl1fvAUwt6Sk5Pp37//OeuIC/uQ46tx1nEoKSmhQ4cOzJs3j2nTpjV5+0WLFpGVlcXjjz9e59+vvfYaKSkpvPbaa5jNZgoKCrBYLIwbN86mpRXlPV4IIYQQrtJQHmoPMsddCCFEnbZv385HH31Eamoq27Zt46abbgJg8uTJzdrfrl27aq02cfbft912G6mpqfTu3Zvzzz+flJQUdu3a1aSVC4QQQgghWiMZKi+EEKJe//jHP9i/fz/e3t4MGjSIX3/9lcjIyGbta+HChQ3+HRQUxA8//HDOdpdcckmz2hNCCCGEaC1kqLwQQohWQd7jhRBCCOEqMlReCCGEEEIIIYRowyRxF0IIIYQQQggh3Jgk7kIIIYQQQgghhBuTxF0IIYQQQgghhHBjDk3c16xZw6RJk4iNjUVRFL7++usG779q1SoURTnn58SJE44MUwghhBBCCCGEcFsOTdxLSkro168fr7/+epO2279/P5mZmdafqKgoB0UohBBCCCGEEEK4N4eu4z5hwgQmTJjQ5O2ioqIIDQ21f0BCCCGEEEIIIYSHccs57v379ycmJoaxY8eydu3aBu9bUVFBYWFhrR8hhBBCCCGEEKK1cKvEPSYmhjfffJMvvviCL774gri4OJKTk9m2bVu927zwwguEhIRYf+Li4pwYsRBCCCGEEEII4VgOHSrfVN27d6d79+7Wv4cPH05qairz58/nv//9b53bPProo8yePdv6d2FhoSTvQgghhBBCCCFaDbfqca/LkCFDOHjwYL23+/j4EBwcXOtHOFZycjKzZs3y+DbaMlVVufvuuwkPD0dRFHbs2OHqkJzOUedYY/ut69ifvY0jz395bQkhhBBCeB636nGvy44dO4iJiXF1GG7htttu47333gPAZDLRsWNHrr32Wp555hl8fX2dFseXX36Jl5eX09oT9rd06VIWL17MqlWr6NSpE5GRkSQnJ9O/f38WLFjg6vCaxNPiruvYN/aasudjlNevEEIIIYTncWjiXlxcXKu3PC0tjR07dhAeHk58fDyPPvoox44d4/333wdgwYIFJCUl0atXL8rLy/n3v//Nzz//zLJlyxwZpke59NJLeffdd6mqqmLr1q1MnToVRVH4+9//7rQYwsPDndaWcIzU1FRiYmIYPny43fddWVmJt7e33ffbWtR17J31mqqsrJTXrxBCCCGEB3LoUPktW7YwYMAABgwYAMDs2bMZMGAAc+fOBSAzM5OMjAzr/SsrK3nggQfo06cPI0eO5Pfff2fFihWMHj3akWF6FB8fH6Kjo4mLi+PKK69kzJgxLF++3Hq7xWLhhRdeICkpCT8/P/r168fnn39eax8Wi4WXXnqJLl264OPjQ3x8PM8//7zN29ccavv2228TGxuLxWKpdZ/Jkydzxx132LTPkpISbr31VgIDA4mJiWHevHk2HYvPP/+cPn364OfnR0REBGPGjKGkpKTZbZ49hDgxMfGcHs7+/fvz9NNPN+l4JycnM3PmTB566CHCw8OJjo4+Zx/1PR+2tnG2pUuXMmLECEJDQ4mIiGDixImkpqYC2siNe++9l4yMDBRFITExkdtuu43Vq1fz6quvoigKiqKQnp5uU/vJycnMmDGDWbNmERkZyfjx4+uMKTk5mXvvvZdZs2YRFhZG+/btWbRoESUlJdx+++0EBQXRpUsXfvzxxyY9lobibui46vdp6Hlp7Lg39dyt69jrx6a+4ev1PUZbz72zn5u6huU3dH4CFBUVcdNNNxEQEEBMTAzz589vdMj9Rx99hJ+fH5mZmdbrbr/9dvr27UtBQUGDx0kIIYQQQpxFbWUKCgpUQC0oKDjntrKyMvWPP/5Qy8rKrNdZLBa1pLLEJT8Wi6VJj23q1Knq5MmTrX/v2rVLjY6OVocOHWq97rnnnlPPO+88denSpWpqaqr67rvvqj4+PuqqVaus93nooYfUsLAwdfHixerBgwfVX3/9VV20aJHN248cOVK97777VFVV1dzcXNXb21tdsWKF9facnJxa1zW2z+nTp6vx8fHqihUr1J07d6oTJ05Ug4KCrG3U5fjx46rJZFJfeeUVNS0tTd25c6f6+uuvq0VFRXZrMyEhQZ0/f36tdvv166c+9dRTTTreI0eOVIODg9Wnn35aTUlJUd977z1VURR12bJljT4ftrZxts8//1z94osv1AMHDqjbt29XJ02apPbp00c1m81qfn6++swzz6gdO3ZUMzMz1aysLDU/P18dNmyYetddd6mZmZlqZmamWl1dbVP7I0eOVAMDA9U5c+ao+/btU/ft21dnTCNHjlSDgoLUZ599Vk1JSVGfffZZ1Wg0qhMmTFDffvttNSUlRZ0+fboaERGhlpSU2PxY6ou7sePa2PNiy3Fv6rlb17HXY6m5Tc2/63uMtp57Zz83dbXV0HFQVVW988471YSEBHXFihXqrl271D/96U+NvkYtFovat29fdcaMGaqqqurcuXPVjh07qkePHq13m5aq6z1eCCGEEMIZGspD7aHNJ+4llSVq78W9XfJTUllyTowNmTp1qmo0GtWAgADVx8dHBVSDwaB+/vnnqqqqanl5uerv76+uW7eu1nbTpk1Tp0yZoqqqqhYWFqo+Pj61EhidLdur6rlJxuTJk9U77rjD+vdbb72lxsbGqmazudF9FhUVqd7e3uqnn35qvS0nJ0f18/NrMCnYunWrCqjp6elNfhy2ttlY4t6U4zVixIha9xk8eLD68MMPN/h8NKWNxmRnZ6uAumvXLlVVVXX+/PlqQkJCrfuc/bza2v7IkSPVAQMGNBrD2cehurpaDQgIUG+55RbrdZmZmSqgrl+/3ubHUlfcjR3XuuJR1TPPiy2Pu7nnri3HvrG/m3Lunf3c1LXv+o6DqmrH0svLS/3ss8+st+fn56v+/v4NPk5VVdXvvvtO9fHxUZ977jk1LCxM3b17d4P3r89dd92l9u/fX33uuecavJ8k7kIIIYRwFUcn7m5fnE7Udskll/Cvf/2LkpIS5s+fj8lk4uqrrwbg4MGDlJaWMnbs2FrbVFZWWqcr7N27l4qKijqnH9iyfV1uuukm7rrrLt544w18fHz48MMPueGGGzAYDI3uMzU1lcrKSoYOHWq9LTw8vNaygHXp168fo0ePpk+fPowfP55x48ZxzTXXEBYW5rA2z9aU49W3b99af8fExJCVldXg89HUNmo6cOAAc+fOZePGjZw6dco6lSEjI4PevXvb/TEOGjTIpv3VPA5Go5GIiAj69Oljva59+/YAZGVlteixNHZc64oHzjwvtjxue51HzdGU88KW56a+4wBw6NAhqqqqGDJkiPX2kJAQmx7nxIkT6dmzJ8888wzLli2jV69ejW5ztp07d5KRkcH27dubvK0QQgghRGvR5hN3P5MfG2/c6LK2myogIIAuXboA8J///Id+/frxzjvvMG3aNIqLiwFYsmQJHTp0qLWdj4+P1qZf/W3asn1dJk2ahKqqLFmyhMGDB/Prr78yf/58m/aZm5vb6GOui9FoZPny5axbt45ly5bx2muv8fjjj7Nx40a7tWkwGFBVtdZ1VVVV1stNOV5nV/FWFAWLxdLg89HUNmqaNGkSCQkJLFq0yFqDoHfv3lRWVjbYXnPbDwgIsGl/dR2HmtcpigJQq2ZCcx5LY8e1oXgsFkuzj7uzNCU+W56b+o5DSy1dupR9+/ZhNputX8rorrjiCpKSkti4cSN5eXn897//5fnnn2fHjh08/PDD/OUvf+GPP/5gwoQJKIrC8OHDWbduXYtjEkIIIYTwRG0+cVcUBX8vf1eH0SwGg4HHHnuM2bNnc+ONN9KzZ098fHzIyMhg5MiRdW7TtWtX/Pz8WLlyJXfeeWet22zZvi6+vr5cddVVfPjhhxw8eJDu3bszcOBAm/YZFhaGl5cXGzduJD4+HoC8vDxSUlIajUFRFC688EIuvPBC5s6dS0JCAl999RV33XWXXdps165drcJahYWFpKWltfh41dTQ89HcNnJycti/fz+LFi3ioosuAuC3335rdDtvb2/MZnOL27cnWx5LXXE3dlwbY8vj7ty5c7PP3aY6+zE683np1KkTXl5ebN682fo4CwoKSElJ4eKLL653u23btnHdddfxzjvvsHjxYp588kk+++wz6+27du1i8uTJvPrqq/zlL39hzpw5fP/992RnZ3P99dfzl7/8hZ49ezJlyhQuuOACrrnmGoc+TiGEEEIId9bmE3dPd+211zJnzhxef/11HnzwQR588EHuv/9+LBYLI0aMoKCggLVr1xIcHMzUqVPx9fXl4Ycf5qGHHsLb25sLL7yQ7Oxs9uzZw7Rp0xrdvj433XQTEydOZM+ePdx8883W64OCghrd57Rp05gzZw4RERFERUXx+OOPYzA0vODBxo0bWblyJePGjSMqKoqNGzeSnZ1Njx497NbmqFGjWLx4MZMmTSI0NJS5c+diNBqb9Nga09jz0Zw2wsLCiIiI4O233yYmJoaMjAweeeSRRmNJTExk48aNpKenExgYSHh4uF0eY0vY8ljqirux49oYWx53YGBgs87d5qjrMTrreQkKCmLq1KnMmTOH8PBwoqKieOqppzAYDNYREmdLT0/n8ssv57HHHmPKlCl06tSJYcOGsW3bNgYOHEhRURGqqtZ6LmbOnElQUBBZWVkEBwdbr9+1a1ezvnwRQgghhGhNJHH3cCaTiRkzZvDSSy8xffp0nn32Wdq1a8cLL7zAoUOHCA0NZeDAgTz22GPWbZ588klMJhNz587l+PHjxMTEcM899wDYtH1dRo0aRXh4OPv37+fGG2+sdVtj+3z55ZcpLi5m0qRJBAUF8cADDzS6XFRwcDBr1qxhwYIFFBYWkpCQwLx585gwYYLd2nz00UdJS0tj4sSJhISE8Oyzz9bqcW/J8aqpoeejOW0YDAY+/vhjZs6cSe/evenevTsLFy4kOTm5wTgefPBBpk6dSs+ePSkrKyMtLY3ExES7PMbmsuWx1Bd3Y8e1MbY87uacu81R12N05vPyyiuvcM899zBx4kSCg4N56KGHOHLkCL6+vufcNzc3l0svvZTJkydbv2QZOnQoEyZM4LHHHmPp0qXs2bOHwYMHW7fZtWuXNe7du3fXqntw4MABunbtavfHJIQQQgjhSRT17Em8Hq6wsJCQkBAKCgpq9doAlJeXk5aWRlJSUp0fOEXblpycTP/+/c9Zu10IUVtJSQkdOnRg3rx5No1gONuiRYs4ceIETz75JABJSUnWL8Wee+45YmJimDZtGqdOnWLcuHFs27bNpv3Ke7xo637O+Jkg7yAGRw9u/M5CCCHsqqE81B7sP6ZTCCFEq7J9+3Y++ugjUlNT2bZtGzfddBMAkydPbtb+du3aZa1kf+TIEeLi4mrdpve479q1q0mrIAjRlv127Dfu++U+7ll+DwUV9h/5I4QQwrVkqLwQQohG/eMf/2D//v14e3szaNAgfv31VyIjI5u1r4ULF1ovx8XFsWbNGuvfn3zyifXyJZdcwiWXXNL8oIVoI0qrSnlm/TMAVFoqWXF4BVd3u9rFUQkhhLAnSdyFOG3VqlWuDkEItzRgwAC2bt3q6jCEEPVYuH0hmSVnVkH5Me1HSdyFEKKVkaHyQgghhBAeakfWDv63938AzB02F4BNJzaRVZrlyrCEEELYmSTuQgghhBAeqNJcydPrnkZF5YrOV3Btt2vp364/Kio/pf/k6vCEEELYkSTuQgghhBAe6N+7/k1qQSrhvuHMOX8OABOStGVRfzj0gytDE0IIYWdtMnFvZSvgCSGEQN7bRdtyMO8gi3YtAuDRIY8S6hsKwLjEcRgVI7tzdpNRmOHCCIUQQthTm0rcvby8ACgtLXVxJEIIIexNf2/X3+uFaK3MFjNPrXuKaks1yR2TGZ843npbpF8kQ2OGAvBDmvS6CyFEa9GmqsobjUZCQ0PJytIKtvj7+6MoioujEkII0RKqqlJaWkpWVhahoaEYjUZXhySEQ3207yN2ntpJgFcAj1/w+DmfZS5Luox1x9fxQ9oP/Lnvn+WzjhBCtAJtKnEHiI6OBrAm70IIIVqH0NBQ63u8EK3VseJjLNy+EIDZg2YTHXDuOT86fjTPrH+GtII09uft57zw85wdphBCCDtrc4m7oijExMQQFRVFVVWVq8MRQghhB15eXtLTLlo9VVV5Zv0zlFWXMaj9IK7pdk2d9wv0DmRk3EiWH17OD2k/SOIuhBCtQJtL3HVGo1E+5AkhhBDCY3x36DvWHV+Ht8Gbp4c9jUGpv1TRhKQJLD+8nKVpS5k1cFaD9xVCCOH+5F1cCCGEEMLN5ZTl8NLmlwCY3n86iSGJDd7/og4XEegVSGZJJjuydjg+QCGEEA4libsQQgghhJt7cdOLFFQUcF74eUztNbXR+/uafBkVPwqQ6vJCCNEaSOIuhBBCCOHGNp/YzNL0pRgVI38b/je8DLYteXh50uUALEtfRpVF6voIIYQnk8RdCCGEEMKNbTm5BYBxiePoGdHT5u2GxAwh3DecvIo8NmZudFR4QgghnEASdyGEEEIIN3a48DAA3cK6NWk7k8HE+MTxAPxwSIbLCyGEJ5PEXQghhBDCjR0u0BL3xODEJm97WdJlAKzMWEl5dbk9wxJCCOFEkrgLIYQQQrgpVVVJL0wHmpe492vXjw6BHSitLmX10dX2DU4IIYTTSOIuhBBCCOGmcspzKK4qRkEhLjiuydsrisKliZcC8GPaj/YOTwghhJNI4i6EEEII4ab0+e2xgbH4GH2atY/LOmnD5dccXUNhZaHdYhNCCOE8krgLIYQQQrip9IJ0oHnD5HXdwrrRJbQLVZYqVh5eaZ/AhBBCOJUk7kIIIYQQbkrvcU8ITmjRfvQidT+kSXV5IYTwRJK4CyGEEEK4KWthupDEFu3n0iRtnvumE5s4VXaqhVEJIYRwNknchRBCCCHclJ64t7THPS4ojr7t+mJRLfyU/pMdIhNCCOFMkrgLIYQQQrihaks1R4qOAC2b466T4fJCCOG5JHEXQgghhHBDmcWZVFuq8TH6EB0Q3eL9jU8cj0ExsDN7p/ULASGEEJ5BEnchhBBCCDeUVpgGQHxwPAal5R/ZIv0i6d+uPwBbT25t8f6EEEI4jyTuQgghhBBuSK8ob49h8rqeET0B2J+73277FEII4XiSuAshhBBCuCF7rOF+tm5h3QDYnyeJuxBCeBJJ3IUQQggh3JC91nCvqXt4d0DrcVdV1W77FUII4ViSuAshhBBCuCF7LQVXU+fQzpgUE4WVhZwsPWm3/QohhHAsSdyFEEIIIdxMaVWpNbFOCkmy2359jD4khiQCMs9dCCE8iSTuQgghhBBuJqMoA4BQn1BCfELsum/rcHmZ5y6EEB5DEnchhBBCCDfjiGHyuu5hWuK+L3ef3fcthBDCMSRxF0IIIYRwM46oKK/TE/eUvBS771sIIYRjSOIuhBBCCOFmrGu4n56Pbk/dwrUl4TIKMyitKrX7/oUQQtifJO5CCCGEEG7Gmrg7oMc90i+SSL9IVFQO5B+w+/6FEELYnyTuQgghhBBuRFVV61B5R8xxhzPD5aWyvBBCeAZJ3IUQQggh3EhueS5FVUUoKMQFxTmkDX24vCTuQgjhGSRxF0IIIYRwI/ow+djAWHxNvg5p47yw8wBZEk4IITyFJO5CCCGEEG7EkUvB6fS13FPyUrCoFoe1I4QQwj4kcRdCCCGEcCPOSNwTghPwNnhTVl3GkaIjDmtHCCGEfUjiLoQQQgjhRhy5hrvOZDDRJawLIPPchRDCE0jiLoQQQgjhRhy5FFxN1sryMs9dCCHcniTuQgghhBBuwmwxk1GUAUBCiOOGykONee65KQ5tRwghRMuZXB2AsF1OWQ5L05dSbanm5h43YzQYXR2SEEIIIezoePFxqi3VeBu8iQmIcWhb0uMuhBCeQxJ3N1deXc4vR37hu9TvWHd8HWbVbL3+z/3+7OLohBBCCGFPemG6+OB4DIpjB0bqa7lnlmRSUFFAiE+IQ9sTQgjRfJK4uyGLamHLiS18d+g7lh9eTklVifW2ziGdSS1I5Y3f32BQ+0GcH32+CyMVQgghhD05a347QLB3MLEBsRwvOU5KXgqDowc7vE0hhBDNI4m7G8kozODLA1+yJG0JJ0pOWK/vENiByztdzsROE0kKSeLx3x7n29RveXjNw3x2xWeE+4a7MGohhBBC2Ive454YkuiU9rqHd+d4yXH25+6XxF0IIdyYJO5u4kjREa77/jpr73qQVxDjEscxqfMkBkQNqDVc7vGhj7Pr1C7SCtJ4/LfHeX306w4fTieEEEIIx3PGGu41dQ/vzi9HfpF57kII4eYkcXcT36V+R0lVCZ1COvHX/n9lZNxIfIw+dd7X38ufly9+mZt+uInfjv3Ge3ve4/betzs5YiGEEELYmzOHykONAnWylrsQQrg16aZ1A6qq8kPaDwDc2edOxiWOqzdp13UP787DQx4GYOG2hezI2uHoMIUQQgjhQKVVpdapcs5O3A/mH6TKUuWUNoUQQjSdJO5u4I+cPzhceBhfoy+j4kfZvN01Xa/h0sRLqVareWjNQxRUFDgwSiGEEEI40pGiIwCE+IQQ6hvqlDY7BHXA3+RPlaWK9IJ0p7QphBCi6SRxdwNL0pYAkByXTIBXgM3bKYrCU8OeIi4ojsySTOaunYuqqo4KUwghhBAOZC1M56TedgCDYqB7uKznLoQQ7k4SdxczW8wsTVsKwGVJlzV5+0DvQP4x8h94Gbz4+cjP/G/f/+wdohBCCCGcQO/xdlZhOl23MG0995TcFKe2K4QQwnaSuLvYlpNbyC7LJtg7mBEdRjRrHz0jevLA+Q8AMG/LPPbk7LFniEIIIYRwAmcXptPpPe77cvc5tV0hhBC2k8TdxfSidGMTxuJl9Gr2fm4870ZGxY2iylLFnNVzKK4stleIQgghhHACZ6/hrrNWlpeh8kII4bYkcXehSnMly9OXA3B5p8tbtC9FUXjmwmeIDYjlSNER/rb+bzLfXQghhPAQqqo6fQ13XdewrhgUA7nluZwqO+XUtoUQQthGEncX+vXYrxRVFRHlH8Wg9oNavL8QnxBeGvkSJsXE0vSlfH/oeztEKYQQQghHy6vIo6iyCAWF+KB4p7btZ/KztinruQshhHuSxN2FfjikDZO/LOkyDIp9nop+7foxvf90ABZuX0iFucIu+xVCCCGE4+iF6WICYvA1+Tq9fZnnLoQQ7k0Sdxcprixm9dHVQPOqyTfk1p630t6/PSdKTvDxvo/tum8hhBBC2J9emM7Zw+R1Ms9dCCHcmyTuLrIyYyUV5gqSQpI4L/w8u+7b1+TLX/r/BYB/7/o3RZVFdt2/EEIIIezLVfPbdXqPuywJJ4QQ7kkSdxfRq8lflnQZiqLYff9XdL6CpJAk8ivyeW/Pe3bfvxBCCCHsRx8q7+yK8jq9xz29MJ3y6nKXxCCEEKJ+kri7wKmyU2zI3ADYf5i8zmQwMXPATADe/+N9qRIrhBBCuDFXreGui/KPItQnFLNqJjU/1SUxCCGEqJ9DE/c1a9YwadIkYmNjURSFr7/+utFtVq1axcCBA/Hx8aFLly4sXrzYkSG6xE/pP2FRLfSJ7EN8sOMqx46OH02fyD6UVZfx9s63HdaOEEIIIZrPbDGTUZQBuG6ovKIoMs9dCCHcmEMT95KSEvr168frr79u0/3T0tK4/PLLueSSS9ixYwezZs3izjvv5KeffnJkmE6nD5Nv6drtjVEUhVkDZwHwWcpnHCk64tD2hBBCCNF0x0uOU2WpwtvgTUxAjMvi6BbeDZAl4YQQwh2ZHLnzCRMmMGHCBJvv/+abb5KUlMS8efMA6NGjB7/99hvz589n/PjxjgrTqY4UHWFn9k4MioHxiY5/TENihjA8djjrjq/j9R2v8+JFLzq8TSGEEELYTh8mHx8cj9FgdFkcerFc6XEXwr1VmiupNFcS6B3o6lCEE7nVHPf169czZsyYWteNHz+e9evX17tNRUUFhYWFtX7c2Y9pPwIwNHookX6RTmnzvoH3Adq68fItuhBCCOFe9MJ0rhomr9OHyqfkpqCqqktjEULUbUfWDsZ+PpbLv7qc48XHXR2OcCK3StxPnDhB+/bta13Xvn17CgsLKSsrq3ObF154gZCQEOtPXFycM0JtFlVVWXJoCQCXdXJMUbq69IzoyaWJl6Ki8uq2V53WrhBCCCEapy8F56rCdLpOIZ0wGUwUVRVxvEQSAiHczU/pPzHtp2nklueSW57Lk2ufxKJaXB2WcBK3Styb49FHH6WgoMD6c+SI+87jTslL4VDBIbwN3oyOH+3Utu8dcC8mxcSvx35ly4ktTm1bCCGEEPXTh8q7usfdy+hFp5BOgMxzF8KdqKrKf3b/hwdXP0ilpZLhscPxM/mx6cQmPtr3kavDE07iVol7dHQ0J0+erHXdyZMnCQ4Oxs/Pr85tfHx8CA4OrvXjrpakab3tI+NGEuQd5NS244PjuarrVQAs2LZAhsAJIYQQbkLvcU8KSXJtICCV5YVwM9WWap7d8Czzt84H4KYeN/HG6DeYPWg2APO3zietIM2VIQoncavEfdiwYaxcubLWdcuXL2fYsGEuish+LKrFOr/dUWu3N+bP/f6Mr9GX37N/Z9WRVS6JQQghhBBnlFWXcaLkBOD6HneA7uFn5rkLIVyruLKYGStn8FnKZygoPDz4YR4Z8ghGg5Hru1/PsJhhVJgreOK3J6i2VLs6XOFgDk3ci4uL2bFjBzt27AC05d527NhBRoa2Vumjjz7Krbfear3/Pffcw6FDh3jooYfYt28fb7zxBp9++in333+/I8N0mPnLU1i48gAA27O2c6LkBEFeQVzU8SIWrjzA/OXO/acY5R9FNz/tS4OF2xditphr3e6KmKD2cTqbq2ISwt7kPBdC6Gq+H2QUap+Jgr2DCfUJden7wfzlKfyRrlWp3pe7r9Zt8j4lhOPU9RnhRMkJpi6dytrjazEq3iy4ZAE397zZeruiKDxz4TMEeQWx89RO3t39rrPDFk7m0MR9y5YtDBgwgAEDBgAwe/ZsBgwYwNy5cwHIzMy0JvEASUlJLFmyhOXLl9OvXz/mzZvHv//9b49dCs5oUHjl9Avxh0Pa2u1jEsbw1qoMXlmegtGgOD2m/sF/QjX7cTD/IN8f+t56/cKVB1wWU83jVJMrYxLC3uQ8F0Loar4fWAvThSTy2s8HXfp+YDQofLpO+1L/aPFRiiuLAXmfEsLRzv6MsC93HzctuYmUvBQs1YFMavcco+JHnbNddEA0jwx9BIA3fn9DalO0corayiY7FxYWEhISQkFBgVvMd9f+2f1BZK8XqbAUc1nk03zyqy+zx3Zj5uiuLolp2tcvs6ngfQKNkaye8hNvrjrMK8tTXBqT/qFAj2HhygO8smI3dydH86fzQ8mvyKegooC8ijzyK/IJMAVwY48bMRlMLolXiOao8zx38WtPCOEa+uv/kqE72VL4P7r6J7Nt66Uufz9YuPIAb6XdhsGrkPcnvM+vuwLlfUoIJ9DfE64ZUcSvBfMprS7FXN6emxL/xuPjL6x3O1VVmfXLLH4+8jNdw7ry8eUf4230dmLkQufoPFQSdyd44PuPWJbzf6jVQRQfeJTZY89z6T+/8upyRn40nlJLLtVZEynLGeEW/5BfXr6dd/a9jMkvA4ylKIaqBu//wKAHuK33bc4JTgg7WbjyAAs3fYQJX8oLernFa08I4RoLVx7gjd3P4RW6jYqsccwYeI9bvB9c9slUjpRvo+rklZTnXiDvU0I4ydwfl/LlyYdRFAvVJV24o+tTzBnbv9HtcspyuOrbq8gtz2Va72nMGjTL4bGKczk6D3Wr4nStVbsobZmXqsJeeBtNLv/n52vyZc7QewEwRi7Dx/eUy2M6WXKSdaXP4BW8C8WrwJq0mxQTkX6RdAntwqD2gxgdP5rkjskAvLnzTU6VnXJh1EI03eWDDPjFfoYp5gO3eO0JIVxn5uiuGL3zATCYI9zm/WB814EAqN7H8TYa3CYuIVq76sA1WtJe3B3zsTtsStoBIvwiePKCJwF4d8+77Mja4bgghctI4u4EK1O3A6BUJFBpttRboMqZjmb0prqkM4qhEmPMB7yyYrfLYkkvSOfWH2/lYP5BLFVBVB69k+KDDzE19gO23bKNX677ha8mf8XiSxez4JIFvDrqVXpF9KKkqoSF2xa6LG4hmuO5Xz4FQFFUlPAVbvF+IIRwjYUrD6AaiwCoqgx0m/eD1GMBAJh8st3mc4sQrV1eeR5LDmkrUFlyx1JpNjTptTcmYQwTO03Eolp4Yu0TlFaVOipU4SKSuDvYqyv2k1mWCsC3f76O2WO71VmgypkWrjzAghWpTO3yGBG+ERh9T/DW7vkuiWlPzh6mLp3K8ZLjWCoiuTHuZfY/fh/3J1/AP1ce5bWfD56zjUEx8MgQrRDH1we/Zs+pPc4OW4hmWbjyABtPrrb+7R2ykwWrf5MPxUK0Qfp8Vj9f7cP1rUP6uPzzgR7X91ssAISF5XL/mK5uEZcQrd2DSxdhoZpIr87se+LuZuUMjw59lCj/KA4XHmbBtgWOC1a4hCTuDrRw5QEWrN6IYqzA2+BNUkgSM0d3dWnyXrMY1iPjhvDixS+ioOAdtomFGz91akwbMzdyx9I7yC3PxVzWgVsTX7IW32jsOPWP6s/EThNRUXlh0wu0slINohVauPIA83/ZhNHvGAoKA6MGomKhb+/N8qFYiDZG/188c0wClWoJALMuGejyL/f1uGaMGI6CQkFFATdfGOHyuIRo7Ras2MeG7CUAzBw8FUVRmpUzBHsH8+zwZwH4aN9HbMjc4LCYhfNJ4u5AZovK5CFaQtk1rCteBi/gTFJqtjg/2TRb1FpFZi6IuYC7+94NQHDHr8mtPOaUOJalL2P6iumUVpcS492HOzr/nYfHDa51n8aO06yBs/Az+fF79u8sSVvijLCFaDazRWXs4GwABkQNsI4aOVT2G7cn+7vk/UAI4Rr6/+LrLwgDwNvgTbB3sEs/H9SMa/bY3nQI7ADAoYJDLo9LiNYuo2w7Bu9cgryDuDTpUuv1zXntDe8wnOu7Xw/Ak2ufpKiyyO7xCteQtbQc6P6x3Vi4bSkrc+G88PNq3eaqQi/3j+12znXT+01n68mtbDm5hd1V/6TCPAwfo4/DYvh0/6c8t+E5VFTGJozlhYteqLe9ho5T+4D23NXnLhZuX8j8LfMZFTcKfy9/R4UtRIvcP7Yb0376OwCj4kfRI6IHo+JG8fORnynx/5GnLn7JxREKIZxF/1/8e/bvAET6RaIo2hrpriwEV/MzQqfQThwtPsqh/EMMjh4sBeqEcKAK/98gF67sciV+Jr9atzXntTd70GzWHlvL0eKjfH/oe6acN8VeoQoXkh53B9ubuxc4N3F3J0aDkb9f/HfCfcPZn7eflze/7JB2VFXlrd/f4tkNz6Kicm23a3n54pdb9CXBrb1upWNgR7LKsvj3rn/bMVoh7Cu/PJ+tJ7cCWuIOML3/dACWpi0lNT/VZbEJIVxDXxkl0i/SxZGcq3NIZwBSC+S9SQhHOlZ8jF+P/grAdd2us8s+/b38ubLLlQDWzx7C80ni7mD7cvcB7p24A0T5R/F/I/4PgE/2f8LS9KV23b/ZYubFTS/yzx3/BODuvnfz5AVPYjQYW7RfH6MPDw5+EID39rzHkaIjLY5VCEdYfXQ1ZtVMt7BuxAXFAdr7wuj40ahoX2oJIdqWnLIcQFvKyd10Cu0EwKH8Qy6ORIjW7bP9n6GiMixmGIkhiXbb76D2gwDYdnKb1IJqJSRxd6BTZac4VXYKBYVuYecOUXc3F3a4kDv73AnA0+ueJqMwwy77PV58nGnLpvG/ff8D4JEhj3DvgHutwwJbalTcKIbGDKXSUsm8LfPssk8h7G1lxkoARsePrnX99H6ne93Tl3Iw79xVFIQQrVd2mVb3QnrchWibKs2VfHngSwCuP+96u+67T7s+eBm8yC7Llo6tVkISdwfSe9sTQxI9Zu71X/v/lYFRAympKuHB1Q9Saa5s9r5UVeW71O+4+tur2XpyK34mP166+CVu6nGTHSMGRVF4ZPAjGBUjKzNWSgVN4XZKq0pZd3wdcG7i3j28O2Pix2i97jul112ItsSdh8rrPe6nyk5RUFHg4miEaJ2WHV5GXkUe7f3bM7LjSLvu28foQ+/I3oAMl28tJHF3IOsw+TD3HiZfk8lg4u8X/51Qn1D25u7lH1v+0az9FFQU8ODqB3nst8coriqmX7t+fDHpCyYkTbBzxJouYV2sFTT/vunvVFuqHdKOEM2x/vh6KswVdAjsUOfom3v63QPAT+k/Sa+7EG2IOyfuAV4BtPdvD2iV5YUQ9vfJvk8AuLbbtZgM9q8ZPjBqIADbsrbZfd/C+SRxd6C9OacL00V4TuIOEB0QzfMjnge0NSCXpS9r0vbrj6/nqm+uYtnhZZgUEzP6z2DxpYuJC45zRLhWf+n/F0J9QjmYf5BP93/q0LaEaAp9mPyo+FF1ThGp2ev+5s43nR2eEMJF9Dnu7pi4A3QO1YbLyzx3IexvX+4+dmTvwKSYuLrb1Q5pQ5/nLj3urYMk7g7kKYXp6nJxx4u5vfftADyw+gEmfz2Z5zY8x0/pP1k/aJytvLqcv2/6O3cvv5ussiwSgxP54LIP+HO/PzvkW8SzhfiEMKP/DABe3/E6+eX5Dm9TiMZUWapYdXQVcO4w+Zr0Xvdl6cs4kHfAGaEJIVzMnXvcATqFaMPlZZ67EPb3yX6tt31MwhiHvQf0j+qPgsKRoiNkl2Y7pA3hPJK4O0hxZTEZRVpxtx7hPVwcTfPcO+BexiWMQ0HhUMEhPtn/CQ+ufpDkT5P50zd/4v82/h/LDy8nrzyPfbn7uOH7G/hg7wcAXN/9ej6Z+Am9Ins5NeZrul1Dt7BuFFYWWivYC+FKW09upaiyiHDfcPq361/v/bqHd2dswlit1/136XUXorVTVdXtE3fpcRfCMYoqi1hyaAmAdaqnIwR5B9E9vDsAW7Ok193TOb4btI1KyUsBoL1/e8J8w1wcTfN4GbyYlzyPgooCtpzcwuYTm9l8YjMpeSkczD/IwfyDfLTvIwCMihGzaibCN4JnLnyGizte7JKYjQYjjwx5hDt+uoPPUj7j2m7XWt+whHCFlYe1YfLJccmNLn94T797WH54OcsOa73uXcO6OiNEIYQLFFYWUmWpAtxzOTg4k7hLj7sQ9vVt6reUVZfRJbSLdTi7owyMGsi+3H1sO7mNSxMvdWhbwrGkx91B9uZq89s9tbe9phCfEEbHj+aRIY/wxRVfsOb6NbyS/ApTzptCl9AuAJhVM6PiRvHl5C9dlrTrBkcPZmzCWCyqxToCQAhXsKgWfj7yM9DwMHldt7BujE0YC8C/fv+XQ2MTQriW3tse7B2Mj9HHxdHUTR8qf6LkBCVVJS6ORojWQVVV6zD567tfb7flkesj89xbD+lxdxB9fntr7O0N8w1jbMJYa4KRU5ZDQWUBScFJDn/zsdVVXa9i+eHlbMrc5OpQRBv2R84fZJVm4W/yZ2jMUJu2md5vOssPL2f54eWk5KXUWYVeCOH53H2YPGhf3Ef4RpBTnkNaQZp1aSkhRPNtPrGZtII0/E3+TOw00eHtDWyvVZY/kHeAwspCgr2DHd6mcAzpcXcQPXFvDT3ujYnwi6BTSCe3SdpBGxZkUkwcLznO0aKjrg5HtFF6NfkRHUbY3KPWNawr4xLGAchcdyFaMU9I3KHGcPl8GS4vhD18vP9jACZ1nkSgd6DD24v0iyQhOAEVlR1ZOxzennAcSdwdoMpcxcF8bS1mT1sKrrXw9/K3FsbbfGKzi6MRbZWeuNsyTL6me/rdg4LC8sPLZf1kIVopPXF31/ntOqksL4T9ZJVm8XOGNoXuuu7XOa1dfbj8lpNbnNamsD9J3B3gYP5Bqi3VBHsHExsQ6+pw2qwh0UMA2HRChssL5ztUcIi0gjRMBhMXdbyoSdt2DevK+dHnA/B71u+OCE8I4WLuvoa7TirLC2E/Xxz4ArNqZmDUQKdOhRsYpQ2X33Zym9PaFPYnibsD1Fy/3Z2Gj7c1g6MHA1rirqqqi6MRbY3+jfrQ6KEEeQc1efuuoVpFeelxF6J1yi7T1lT2lMRdhsoL0TJVlio+3/85ADecd4NT29bnue/J2UN5dblT2xb2I4m7A7TmwnSepH9Uf0wGE1mlWWQUZbg6HNHG6In7qPhRzdo+KSQJgLSCNLvFJIRwH/pQ+XZ+7VwcScP096JjxcfkA78QLbD6yGqyyrII9w1nTPwYp7bdMbAjUX5RVFuq2XVql1PbFvYjibsDtKXCdO7Mz+RH38i+gAyXF851suQku07tQkHhkrhLmrUPfV6p9LgL0Tp5yhz3CN8IQnxCUFFJL0x3dThCeKxvUr8BtJWPvIxeTm1bURSZ594KSOJuZxbVUmuovHCtITHaPPfNmVKgTjjPL0d+AaBvu760829eb1rNXq4Kc4XdYhNCuAdPmeOuKAqdQ2S4vBAtUVpVyvrj6wGYkDTBJTHow+VlnrvnksTdzo4UHaG0uhQfo4/1g7dwnZoF6mSeu3CW5laTrynSL5IgryAsqoXDhYftFZoQwg1UWarIq8gD3D9xB+gUerqyvCTuQjTLb8d+o8JcQVxQnLWGjbPpifvv2b9TZalySQyiZSRxtzO9t71raFdMBpOLoxF92/XF2+BNTnmOzBUWTlFQUcCWE9owtObObwetl0vmuQvROum97SbFRKhPqGuDsYHe4y5Td4RonhUZKwAYEz/GZYWru4R2Idg7mLLqMvbl7HNJDKJlJHG3M+sweVm/3S34GH3oH9UfkHnuwjnWHF1DtVpNl9AuJAQntGhfeuIuH5aFaF30xD3cLxyD4v4fxaTmhhDNV2muZM3RNQCMTmj+SLyWMiiGM8vCZclweU/k/v8tPMze3L0AnBcmibu7qLksnBCO1tJq8jVJj7sQrZNemM4ThsnDmaHyGYUZVJlliK0QTbExcyMlVSVE+UXRJ7KPS2PRh8tvPbnVpXGI5pHE3c70oSfS4+4+9HnuW05swaJaXByNaM3Kq8tZe3wtYJ/EXe/lSi9Ib/G+hBDuw9MS9/b+7QnwCsCsmqXmhhBNpNe9GRU/yuUjbPTEfXvWdvlM7IEkcbej7NJscspzMCgGuoV1c3U44rQ+kX3wM/mRV5HHwfyDrg5HtGIbMzdSVl1GTEAMPcN7tnh/NXvc5R+sEK2HpyXutSrLF0iBOiFsZbaYrSPxXDlMXtczvCd+Jj/yK/I5lC9TXzyNJO52pA+TTwxOxM/k5+JohM7L6EX/dv0B2HxCloUTjqPXuBgcPdguxWc6BnXEZDBRbi7nRMmJFu9PCOEerGu4+7r3Gu416cPl5cO+ELbblrWNvIo8QnxCrOuou5KX0Yu+kX0BmefuiSRxt6P9ufsBWb/dHenruW/KlHnuwnH0IaT2WgrSZDCREKQVuJOiUEK0Hp7W4w5SWV6I5tCHySd3TMbL4OXiaDQyz91zSeJuR9bCdJK4ux29QN2WkzLPXTjO4SItcY8PirfbPqVAnRCtj564t/Nv5+JIbGddy12GygthE1VVrYn7mIQxLo7mjJqJu6qqLo5GNIUk7nZkXQpOEne30zOiJ/4mfworC60jI4Swt4zCDIAWLwNXkywJJ0Tr44k97jWLZVZbql0cjRDu74+cPzhRcgI/kx/DYoe5OhyrvpF9MSkmTpae5HjJcVeHI5pAEnc7Kaos4kjREQB6hPdwcTTibF4GL+s3jLIsnHCEgooC8ivyAYgLirPbfqXHXYjWRVVVcsq1ddwjfT0ncY8NjMXX6EuVpYqjRUddHY4Qbm9FxgoALupwET5GHxdHc4a/lz89I7QCuttOyjx3TyKJu53ovbjRAdGE+oa6NhhRJ31ZOClQJxxB722P8ovC38vfbvvVh6dK4i5E61BaXUpZdRkAEX6eU5zOoBisXyTKcHkhGqaqKisOa4m7Ow2T18k8d88kibud7M+TwnTuTk/ct57cKsP8hN2lF6YDkBBiv2HyAEnB2gfl3PJc8svz7bpvIYTz6cPk/U3+dv2Szxk6h2oF6uSLRCEadqjgEOmF6XgZvLiow0WuDucceoV7Sdw9iyTudrI3RytMJ8Pk3dd54ecR5BVEcVWxtR6BEPaSUaT1uNuzMB1oQ9qiA6IBSCuUD8tCeLrs0mzAswrT6fR57qn50uMuREP0onTDYocR6B3o4mjONSBqAKB1OuSU5bg4GmErSdztRE8Eu4d3d3Ekoj5Gg9H6DaPMcxf2pi8FZ8/CdDq91116uYTwfKfKPW8Nd521srwk7kI0SB8mPzp+tIsjqVuITwhdQrsAsD1ru4ujEbaSxN0OKs2V1n9i0uPu3vRl4SRxF/amz3GPD7ZvjzvIPHchWhO9d8uTKsrr9LXc0wrSZGlVIepxrPgYe3P3YlAMJMcluzqceslwec9jcnUArcHB/INUq9UEewcTExDj6nBEA4bEaPPct53cRpWlCi+Dl4sjEq2BqqpnloILclyPuywJJ4Tna9ZScBYz7PocqsvAOxB8gk7/Dqz9t5cfKIqDIoeOQR3xMnhRbi7nePFxOgZ1dFhbQniqlYe1YfKD2g8i3DfcxdHUb1D7QXyy/xNJ3D2IJO52oA+T7xHeA8WB/zBFy3UL60aITwgFFQXsObWH/lH9XR2SaAVyy3MpqipCQSEu2H5Lwemkx12I1qNZifu29+D7+xu/n2KAruNgyscOSeBNBhOJIYkcyDvAoYJDkrgLUQd9fru7DpPXDYzSKsvvz9tPcWWxW87FF7XJUHk70BN3qSjv/gyKgfPbnw/IsnDCfvTCdDEBMQ5Zq1VfgulY8TEqzBV2378Qwnmyy7TidE1K3Hd+pv2O7guJF0FMf4joAoHRWk+7TrVAylI4sMx+AZ9FL1B3KF9GAAlxtlNlp6xzxt09cW8f0J4OgR2wqBZ+z/7d1eEIG0jibgdSmM6zyDx3YW96YTpHzG8HrYhVkFcQFtVibUsI4ZmaPMe94BhkrNMuT/kIbvse/rwa7t0KD+6Hx47B3Dx49CgMna7d77f5Dohco89zl7XchTjXL0d+QUWld0Rv64ow7kzmuXsWSdxbyKJa2J+rreEuhek8g76e+46sHVSaK10cjWgNrPPbHVBRHkBRFJJCZZ67EK1Bk4fK//G19jt+GITUMzTdYNDmuV94Hxi9IWM9HF7f8mDroE/dkR53Ic6lz28fneDeve06fcro7lO7XRuIsIkk7i2UUZhBaXUpPkYfEkMSXR2OsEGX0C6E+4ZTbi5n16ldrg5HtALWHnc7r+FekywJJ4TnM1vM5JbnAk1I3Hd/qf3udVXj9w2OgX5TtMsO6nWv2eOuqqpD2hDCExVWFrIxcyMAY+LHuDga2+iv5/TCdNcGImwiiXsL6cPku4V1w2SQWn+eQFEU6zx3GS4v7MGRa7jrrAXq8iVxF8JT5VXkYVEtKCiE+YbZsMFhOLZFKzrXc7JtjVx4H6DAgZ/ghP170RKCEzAqRkqqSsgqzbL7/oXwVGuOrqFaraZLaBeP6czT48wsyaSsusy1wYhGSeLeQntz9wJSmM7T6MPlpUCdaClVVa3F6RyZuFt73AslcRfCU+nz28N8w2z7sn/PV9rvhAshqL1tjUR0PpPkr321GVE2zMvoZa3nIfPchThDHyY/Kn6UiyOxXZhPGMHewcCZaX/CfUni3kL6/HZJ3D3L4BitQN3vWb9LlW7RItll2ZRVl2FUjHQI6uCwdvQe9/SCdCyqxWHtCCEcR68o386vnW0b7Dk9TL63DcPkaxpxeum43V9AXnrTtrWBVJYXoray6jJ+O/Yb4DnD5EEbhar3ustwefcniXsL6d82dwvr5uJIRFMkBScR6RdJpaWS37NkCQzRfPow+djAWLwMXg5rp0NgB7wMXpSby8ksyXRYO0IIx2lSYbqcVMj8HRQj9LBxmLwutj90HgWqGdb9s+mBNkJP3KXHXQjNumPrKDeX0yGwg8d15iUGJwJax4Bwb5K4t0BpVSknSk4AZ0564RkURZFl4YRd6EPLHLUUnM5kMFmH4kuBOiE8k564R/hFNH5nvbe900gIsOH+Z9N73bf/F4rtOxe9c6hW0Ep63IXQrMhYAWhrtyuK4uJomiYpRJuKJz3u7k8S9xbQ57WG+oQS6hvq2mBEk8k8d2EP1sJ0QY6b367T/7nKh2UhPFOT1nDffXp+uy3V5OuSeBF0GATV5bDxzebtox564i6V5YWAKnMVq4+uBrTE3dNIj7vnkMS9BfRvphxZkEo4zsD2AwH4I+cPzBazi6MRnsoZFeV1euIuBeqE8Ew2D5XP2gdZe8DgBT0mNq8xRTnT677p31Be2Lz91CExOBEFhYKKAuvydkK0VZtPbKaosogI3wj6tevn6nCaTP/8kl6YLl/EuTlJ3FtA/2ZKhsl7poSgBHyMPpSbyzlafNTV4QgP5YyK8jrpcRfCs9mcuOvD5DuPAj8blo2rT/fLIaIrVBTA1nebv5+z+Jp86RCoFeM8VCDvR6JtW5mhVZO/JP4SjAaji6NpuvjgeBQUiquKySnPcXU4ogGSuLeA3uPuKWs1itqMBqO1wM7BvIMujkZ4Iotq4UjREcDxc9zhTEEomYcmhGeyKXFXVdjdzGryZzMYYMQs7fL616GqvGX7q8E6XD5fCtSJtsuiWvjlyC+AZw6TB/Ax+hAbGAtIDR13J4l7Cxwu0IbISo+75+oa1hWAlPwUF0ciPNHJkpNUmCswGUzEBMQ4vD39vSa3PJf88nyHtyeEsC+bEveTuyHnABh9oPtlLW+0z3UQFAvFJ2Hnxy3f32n6EpWSuIu2bGf2TrLLsgn0CmRo9FBXh9NseiekPv1PuCdJ3JtJVdUzPe6SuHusrqFa4n4g74CLIxGeSH8P6BjYEZPB5PD2/L38rV8QyDx3ITxLWXUZxVXFQCOJu97b3nUs+Aa3vGGTNwyfoV1e+yrYqaZL5xCtx1166ERbpg+Tv6jjRXgZHbckrKMlBZ+uLC8F6tyaJO7NlFOeQ3FVMQqKU4bICsfQe9wlcRfNoS8F58wv72SeuxCeSa8o72P0IdArsO47qeqZ+e29/mS/xgdO1ebK5x6CP76xyy71ofIH8uX/p2ibVFW1Ju5j4se4OJqWsVaWl6l4bk0S92bSv5GKDYzF2+jt2mBEs+mJe0ZRBhXmChdHIzzN4SJtSJkzv7yzVpaXXi4hPErNYfL1rvN8fDvkpYPJD7pdar/GfQJhyJ+1y7/N174gaCG95kZuea5Ulhdt0oH8AxwpOoK3wZsRHUa4OpwW0YfKS+Lu3iRxbyYpTNc6tPNrR4hPCBbVIj2Yosn0HndnLgmpf1iWofJCeBab5rfrve3dL9WSbXsacjd4+cOJnZD6c4t35+/lT8fAjoDMcxdtk97bPjx2OP5e/i6OpmX0zzFHi45SZa5ycTSiPpK4N5Pe467PCRGeSVGUM/PcZbifaCK9iIsretzliyYhPEujibuqwp6vtcu9WlhNvi4BEdqQedB63e2gS1gXQKabibZp5WEtcR8VP8rFkbRce//2+Jn8MKtmjhQfcXU4oh6SuDeT/oHdmT1twjG6hMoHD9F01ZZqjhYdBSAhyHnvA3rifqz4mEzvEMKDNJq4H90MBUfAO1ArTOcIw/4KBhOk/6oNy28h/Yvvg/mypKpoW44WHWV/3n6MipHkuGRXh9NiiqKcmecuBercliTuzSRD5VsPa4E66XEXTZBZnEm1Wo2P0Yf2Ae2d1m6EbwRB3kGoqPLPVQgPoifuEX4Rdd9Brybf/TLw8nNMEKFx0OMK7fLvn7R4d/LFt2ir9GHyg9oPIsw3zMXR2IeeuMuScO5LEvdmqLJUWXvaZCk4z9ctrBsgHzxE0+iF6eKC4jAoznsrVRRF5rkL4YH0qvJ19rhbzLDnK+1ybwcMk6+p7/Xa791ftHhpOH2o/MH8g6h2KHgnhKf4OUOrE9EahsnrpECd+5PEvRmOFR2jWq3Gz+RHlH+UfXZaeBzevQz+MwFWPgMHV0BFkX32LRqk9xhklWZRUFHg4miEp3DldBlrZfl8SdyF8BTWofK+dSTuGeuh+AT4hEBnBycCnUdpS8OVZEHa6hbtKik4CZNioriqmJOlJ+0UoBDu7VTZKbZnaVNNRsePdnE09iND5d2fJO7NoH8TlRCcYJ+etuIseO8KOLwWMtbBr/Pgg6vhxXh4ayQsfQz2fgclOS1vS5wj0DuQmIAYQHrdhe30ivLOLEyns/a4y5JwQniM7LJsANr5tzv3Rn2YfI+JYPJxbCAm7zNrxO/6vEW78jJ6WXvp5P+naCt+OfILKiq9I3oTHRDt6nDsJiFE64iQHnf3JYl7M+jfRNllmHxpLrx/JeQcgOCOcPkr0O9GCE0A1QKZO2DD6/DJzfByJ/jnEFj2BFSWtLxtYaXPc5cCO8JW1h53Jxam01kryxdIZXkhPIFFtZBTXs9QeXM1/PGNdtkR1eTr0uda7fcf30JVWYt2pY9ak/+foq3Q57ePTmg9ve1wJq/JLc+VEahuyuTqADxRzR73Fikv1HrWs/ZAYHuY+i1EdIbB07TbC45pw+cOr4XD6yF7L5zar/2kroIbPoQwqWpvD11Du7Lm6BrpMRA2c8VScDq9xz29MB2LanHqHHshRNMVVhRSbakGINw3vPaN6b9C6SnwC4dOI50TUNwFWmdB4VE4sAx6Tm72riRxF21JUWURGzM3Aq1rfjtAgFcAUX5RZJVlkV6YTr92/VwdkjiLfNprBrtUlK8sgf9dB8e3af+sb/1GS9prCukAfa6BifPhrxtgziG4+h3wj4STu2DRJZD2a/NjEFZSWV40RZW5iuMlx4FmjLyproRPp8J392nrNjdDbGAsXgYvKswVHC8+3qx9CCGcR5/fHuITgrfRu/aNf3yt/e4xCYxezgnIYIA+V2uXd33Wol3JWu6iLfn16K9UW6pJCkmyfonemlgL1Mk8d7ckiXsz6CdzUnBS83ZQVQ4f36j1pvuEwK1fQ1SPxrcLiNAS+btXQUw/KM2B9yfDxrebnQAIjbXHIE8q44rGHS0+ikW14G/yr39N5vpsekv7oL51Mez4sFntmwwm64gfmecuhPs7Vd5AYbqjW7XfXcc5MSKgz3Xa75RlUJbf7N3oa7mn5qdibmGVeiHc3YqMFUDrKkpXkywJ594kcW+iosoi6zy1Zg2Vr66Ez6bCoVXgFQA3f64l4U0RGge3L9XmqKlm+HEOfHsvVFc0PR4BaEOPTYqJoqoiqYwrGlWzMJ2iKLZvWJwFq1868/eyJ5tddNJaWV4SdyHcnrWivP/Z89urIHufdjm6t3ODat8L2vUAc4VWALeZOgZ1xNfoS6WlkiNFR+wYoHC14spivjn4jfV/XltXXl3Ob8d+A2BM/BgXR+MYsiSce3NK4v7666+TmJiIr68vQ4cOZdOmTfXed/HixSiKUuvH19fXGWHaRP8GKtIvkkDvwKZtbK6GL++ClKVg8oUbP4G4Ic0LxNsfrloEY58FxQDb/wuLJ0LRiebtr42rWRk3JS/FtcEIt6f/Q4sPauL89pV/g4pCiB0AUb2gLBeWP9msGPQhelKgTgj3d6r0dOJ+9gidUwfAUgXeQRDi5HoZiqKN4oMWDZc3KAY6h2pT/WSee+tQUFHAGzveYNwX43hi7RPcvvR2KVYGbMjcQFl1GdEB0fSM6OnqcBxC73GXTgH35PDE/ZNPPmH27Nk89dRTbNu2jX79+jF+/HiysrLq3SY4OJjMzEzrz+HD7jNcQz+Rmzyv1WKBb2doQ2QNXnD9h5B0UcuCURS4cCbc9Bn4hsDRTfB28plhd6JJ9OF+Mk9PNEbvfWjSqJtj22D76aHxE16CSQu0yzs+hPTfmhyD9LgL4TnqXcM96w/td/ue2rxzZ9MT97Q1LfriX59uJnViPNupslPM3zqfcZ+P41+//4uiyiIMioGssiye3/C8q8NzOb2a/Ki4UU0bbedB9PwmozBDpr64IYf/l3jllVe46667uP322+nZsydvvvkm/v7+/Oc//6l3G0VRiI6Otv60b9/e0WHazLoEVFM+sKsq/PAA/P4RKEa49l3oaschNl3GwF2/QGR3KMqEdyfAjo/st/82wlpgRz54iEYcLmri+4CqwtJHABX6Xq+NtIkbAoNu127//v4mT3WRxF1TUFHAM+ufsVb5FcIdWee4n93jfnK39rt9LydHdFpYInQcAqhn1pJvBuuSqnnS4+6JTpSc4MVNL3LpF5fyn93/obS6lO5h3Zk3ch7vT3gfo2Lkx/Qf+THtR1eH6jLVlmpWHVkFtN757XCm+G2lpZLMkkxXhyPO4tDEvbKykq1btzJmzJkk1WAwMGbMGNavX1/vdsXFxSQkJBAXF8fkyZPZs2dPvfetqKigsLCw1o8j6UNk9Q/NNtm6GLb8B1DgT29plWPtLaIz3LkCul+mzVf7+h74+q9QLkObbKX3uMsHD9GYJve47/ocjmzU6lqMefrM9WOegoB2cCoF1i5sUgz6t+J5FXnklec1advW5KN9H/FZymfcs+IelqUvc3U4QtRJ73GP8IuofcPJ059volw47Lbv6SJ1LRguLz3unulI0RH+tv5vTPhyAh/u/ZAKcwV9I/vyz1H/5LNJnzEucRz92vXjrr53AfDchufIKq1/xGxrtu3kNvIr8gn1CWVg+4GuDcZi1j5XbP9Am4ZrR0aD0ToNUOa5ux+HJu6nTp3CbDaf02Pevn17Tpyoe0hW9+7d+c9//sM333zDBx98gMViYfjw4Rw9erTO+7/wwguEhIRYf+Li4uz+OGrSK8rbPFReVWHTIu3yqCeg77UOiQsA32BtCP7IhwEFdnwAbwyH1F8c12YrovcYHCo4RJWlysXRCHdVXl3OiRLt/cumNdwrS2D5XO3yRbMhOPbMbX5hMP4F7fKalyEn1eY4/L38iQmIAdp2r/vqI6sBrTdkzpo5fJv6rYsjEuJcOWVaEcpze9xPJ+7tnVyYrqaeV2qjAY9va9J7UE164p5RmEGFWQrleoKVh1cy6atJfJ7yOdWWagZHD+btsW/zwWUfMDJuZK2h4Hf3vZse4T0orCxk7tq5bXL1HX2YfHJcMiaDyTVBqCrsXwr/uhC+mAbf/FWbIpth3xFnsiSc+3K7qvLDhg3j1ltvpX///owcOZIvv/ySdu3a8dZbb9V5/0cffZSCggLrz5EjjqtoalEtZBQ1saft+HbI2gNGHxg8zWGxWRkMcMljcPuPEJYEhUfhv1fC97Ohotjx7Xuw2MBY/E3+VFmqpIKqqNeRoiOoqAR5BRHmE9b4Br/Nh6LjEJoAw2ace3ufa6BTsjZSZskDTVraUS9Q11YT9+zSbHbnaEONxyWMw6JaePy3x/lk3ycujkyI2rLLsgFo59fuzJVleVB4TLvc3oU97oHtoPMl2uVm9rpH+UcR7B2MWTXLh30P8c7udzCrZgZHD+a9S9/jP+P/w7DYYXXO3fYyePHCRS/gbfBm7fG1fJbS/NEZnkhVVWvi7rJh8kc2w+LL4aPrIXsv+IZqX/6f3AX/GaeNsi05ZZem9M5J6XF3Pw5N3CMjIzEajZw8WXt5rZMnTxIdHW3TPry8vBgwYAAHD9Y9fNnHx4fg4OBaP46SVZpFWXUZJsVEh6AOtm20/b/a7x6TtBeYsyQMg+lrYbA2vIkt78CbF0L6WufF4GEMiuHMcD8pUCfq0aSl4PLSzwyBH/88eNWxQoaiwOWvaF/uHfoFdn9hcyz6lJ22Wll+zdE1APSO6M3LI1/mxvNuBOC5jc/x3p73XBmaEFaV5kprRe5aPe4nTxemC4nXCsy6Up/TowF3fdakLw91iqLIcHkPcqLkBLtO7UJB4aWLX7Jp6Hfn0M7MGjQLgH9s+Ueb6uDYk7OHk6Un8TP5MSx2mHMbP3UAPrkF3hkDh9dqq1JdOAvu2wEztsKAW7T77fgAXhsEm9/RhtK3gCwJ574cmrh7e3szaNAgVq5cab3OYrGwcuVKhg2z7cQ3m83s2rWLmJgYR4VpM71Xq2NQR7wMXo1vUFmqzUEBGHiLAyOrh3cAXP4PuPUbCInTkojFl8PSR7XYnElVoeCYNgwv9xDkpmnx5B2G/AzIPwIFR7X7VFc6N7Ya9OHy8sFD1KdJhemWPaH1pCeNhPMm1n+/iM5w8YPa5aWPQlm+TbHoQ/WPFR+z6f6tzaqjqwC4OO5iDIqBR4Y8wrTe2simf2z5B//a8a82OaRTuJfc8lwATAYTwT41Ohesw+TdYFmp8y4Hkx/kHITMHc3ahRSo8xw/Z/wMQL92/c6dvtGAm3rcxODowZRVl/HYb4+1marjem/7RR0uwsfo45xGi07Ad7Pg9aGw91tt6ecBN8O9W2Hs37TOwIAImPxPmLYCovtCeT4smQ3/Hg3Hmr/ClLXHXUbPuB2HT9KYPXs2U6dO5fzzz2fIkCEsWLCAkpISbr9dq6Z866230qFDB154QZvn+cwzz3DBBRfQpUsX8vPzefnllzl8+DB33nmno0NtlF5R3ub57Xu/1dZsDk2AxIsdF1hjOiXD9HWw7HHY9j5seAMOLIMr34S4wY5ps7xQmy93dDMc3aL9Ls2xbVvfEK3y9sCpEO3ceX/WxF163EU9bC5Md2g17P1Omzt66Ytaz3pDLrwPdn4KOQe09d4nzm80lg6B2sif48XHbYq9NSmvLmfD8Q0AJHdMBrRev1mDZuHv5c9r21/jjd/foKy6jPsH3d9ql+4R7s9amM43AoNSo7/E1RXla/IJgu4TYM+XWodD7IAm70LvcZe13N2fnriPSWjaCkcGxcBzFz7H1d9eze/Zv/Punne5s4/rP587mlOHyZurtZo36xZC1elOtm4TYPTc+r/kixsMd6/Sett/fk6bprtoNAy6TdvOP7xJIeh5zsnSk5RWleLv5d/shyPsy+GJ+/XXX092djZz587lxIkT9O/fn6VLl1oL1mVkZGCosXZpXl4ed911FydOnCAsLIxBgwaxbt06evZ0/TfS+pARfQhJo7adHiY/4GbXrM9ak28wXPEa9LgCvr1X+1b9P+O0N4P4CyBuKMT0q3sob2PM1VqycXTzmUQ9ay9wVk+XwaQN8YHTQ/HUOn5btEr4m97WfjoMgoG3Qu+rtQ8WDiZruYvG6F/gNViYzlx9evk3tNoWtvSomXy0ZP29ibDlXeg3RVsyrgGxAVqhu7bY477pxCbKzeW092/PeeHn1brt7r5342fy46XNL/HunncprS7lsaGP1U6ahHAS6xruZ/dsWtdwd4PEHbTh8nriPvYZMBibtLlMNfMM+eX5bDm5BYBR8aOavH1sYCyPDHmEJ9Y+wes7XmdEhxHnvAe3Jqn5qaQVpGEymLio40WOb/Cnx2DT6bpeHQdrr8WE4Y1vZzDC0Luh15Ww7EnY+TFsfVfrQLj9B2jX3eYQQn1DCfUJJb8in8OFh+kR0aN5j0XYnVPKIs6YMYMZM+ooygSsWrWq1t/z589n/vzGe5pcoUkV5XNS4fBvgAL9b3RkWE3TdSz8ZT38+Ij2ot6/RPsBMHpDTP/Ta0wP1X6CTq8IoKpQnKUl6DkHtZ9Tp3/npYGljuUoQuKh4/naG0/HwRDdp/EvBiwWbZ7vtvdg3xJtqM+xrfDT49D7Khh4G3QY2HjvZTPpa7kfLT4q3zKKOumJe0JQAz3uW9/VPpT7hUHyo7bvPOki6Hcj/P4/bYjcn1eDsf5pObGBWuJeWFlIUWURQd6O/3LLXejr6Y7sOLLO3vRbet6Cr8mXZ9c/yyf7P6Gsuoy/Df+b66oBizZLT9xrFaazWM7McXdlRfmauozRCl4Vn4D036DTyCZtro9YO15ynOLKYgK9Ax0QpGip1UdXY1bNdAvrRlxQ81ZiuqLzFfyc8TM/H/mZR399lE8mfoK30dvOkbqHb1K/AWBE7AjH/4/duvhM0n7FP7WOv6Z+3g2Mgqve0jq9vr8fTu2HFU/DlI+atJvE4ER2ZO8gvTBdEnc3Ip9gmkDvcbdpbuuOD7XfnUdBSEfHBdUcfmHai3ro3ZD2KxzZpK0xXXoKjm7Sftb/U7tvWKL2jzwnFSqL6t+nV4A2tM6aqJ8PQbYVIKzFYIAuo7Wf4mwtgdn2vvYFwbb3tZ/2veH8O7QhQE3sEWhMuG84Eb4R5JTnkJqfSp92fey6f+HZSqtKrdWh6+1xL82FX57XLl/yeJOHqDHuOUj5UVuNYsMb2hD6evh7+RPmE0ZeRR7Hi4/TPdz2b9Q9maqqrD6qLQM3Mq7+5OLabtfia/TlybVP8m3qtxgUA89e+KyzwhQCOFNRvtYa7vnpUFWiFaUM7+yawM5m8oaek7Uvznd91uTEPcQnhCi/KLLKskgtSKVfu34OClS0xIqMFUDLhn0risLcYXPZkb2Dg/kH+ef2fzL7/Nn2CtFtVFuq+T71ewCu7HKlYxs7vA6WnK51c8njLa+NlXghXP8BvDEU9v8Amb9rI2tt3TzkdOIu89zdiowbtFGFucI6j7TRofLmatjxP+2yK4rS2arDIBgxC6b8D+YchHu3wZ/e0pLi9r0BRSsgl7lDS9oVg5bIdxkDQ6fDZf+AW76G+/fAo0fh9iVawYweE5uXtJ8tsJ2WtMzYArct0ea9G320eYFLZsPnd0C1/deLlQJ1oj76cpBhPmGE+NRTBfqX/9OWeYrqBYNub3ojAREw9nRyuepFKGx4/rre696Whsvvy91HVmkWfiY/hsYMbfC+kzpP4h8j/wHA1we/prCy0BkhCmFV5xruemG6dt3B6EZ9KH2v037/8W2z/r/qo9akQJ17Kq0qZf3x9UDL52tH+EXw1LCnAFi8ZzFbTza/GJq7Wn98Pdll2YT6hHJxRwfWqsrP0CrHW6qg55Vw8Rz77LddN22qKcDql5q0qT66OK2wbS43664kcbdRRmGGde3mCN+Ihu+cuhKKMsEvHLpf5pwAW0pRtMrW/W7Q5tlOXwuPHIZbvoLrP4S/bITHT8B9v8PNX8CEF2HIXdraryEdHTuHX1EgcQRc9TY8uF9Lagxe8MfX8OE1WiE8O5ICdaI+jc5vz9qnLb0I2mukuR/IB9ysjWCpKoX9PzZ417ZYoE6vJn9BzAU2VfgdkzCG6ADty8SU3BRHhibEOeqc4+5uw+R18cMhKBYqCuDA8iZvLgXq3Nva42upMFfQMbAj3cK6tXh/o+JHcWWXK1FRefy3x6kw278zxZW+Tf0WgMs7XY5XA9PWWqSiGD6aoo16je4LV/7LvtNBL54DKLDve8jcafNmeiel/rlHuAdJ3G1kndcanNB4deJt72u/+92gFZzyVL4h2lD/HhMh6jz3eCx+YXDhTLjpM/AOhLQ12hJ3xVl2a0IK1In6NFpRfs9XWoHFruMhqQXfzisKdLtUu3x4bYN31RP3ttTjvvqINkw+OS7Z5m3OC9OKJ+3P2++IkISoV92JuxtVlK/JYIA+p3vodn3W5M1lLXf3VrM6ur1W2nh48MNE+UVxrPiYdVh5a1BQUWCtvj+582THNGKxwNf3aO8HAe20eejedq6t1K67ViMKYPXfbd4sKTgJ0Op7ybKq7kMSdxvZXFG+OAtSlmqXB7jxMHlP1/kSuO177Y3uxE54Z5y2PrwdyFB5UR/9fSA+qJ4e9wxtCCLdxre8sYQLTzf62+lVF+qmD5VvKz3uWaVZ7MnRhhk3Zehit3CtdyklT3rchXPVnbjra7i7WeIOWnV50D7LNHFEm4xYc19V5irWHFkDwOgE+y1rFugdyK29bgW0IfMW1WK3fbvST+k/UWmppFtYN8dVzV/9d63qu9FbG93qqJpYFz+Etdf9xG6bNukY1BGDYqC0+kxtH+F6krjbKK1Am+PRaEX53z/WKqx3GGTbElCi+WIHwB0/afPu89K05D3z9xbvtnNoZxQUcstzrXMThYBGetzNVdpyiADxw1reWMfztX/mxSe14pD1aGtz3Ncc1T549onsc+7yWg3QP3jty93nkLiEqIuqqufOca8sOfNFszsm7tF9IbIbVJdrSUUTdArpJP8/3dSmE5soqioi0i/S7oUDr+56NYFegaQXpltHRHm6bw5q1eSv6HyF3UYn1LLna1j9onZ54nyIb7heS4tEnQe9/qRdtrHX3dvobR3RJwXq3Ick7jayDpUPaaCivKrCdn3tdultd4qIznDHMm2puZJsePdyONSyfxp+Jj/rEinS6y5q0ovT1TnH/cRObU66byi0s8O3815+0OF87fLh3+q9W1ub465/KBzZsWkVr7uHaRX3D+YdpLqu5SuFcIDiqmLKzeVAjary2fsAVRsxFhjluuDqoyjQ53SRut+btoSUv5c/HYO0XsPU/Pq/cBTOpw+TvyTuEgyKfT/+B3oHcm13baTG4j2L7bpvVziUf4idp3ZiVIxc3uly+zeQuRO+nq5dvuCvWl0bRxt5utd977dnRvw0Qu+s1EcbCteTxN1G+kmrz/mo09HNcCoFvPzPVHEUjhfUHm77ARIv0qrff3gN7P6yRbuU4X7ibEWVReSW5wL19LhnbNB+x19gv2KNifpw+frnuccExGjxVRW1+orp5dXlbMjUjnNT5reDNuzP3+RPpaVSeg+E0+jD5AO9AvEz+WlXuvMweV2/GwAF0n9t8jQ0mefufiyqhV+O/AK0vJp8fW7ucTMmg4ltWdvYkbXDIW04i752+0UdLmrSyC6bFGdpxeiqSqHzaBj7jH33X5+oHtpyj2BzhXl9erA+6li4niTuNsgrz6OgogBooJo0nClK1/NK8A12fGDiDN9grdp9z8lgrtSWitv4drN3Z/3gIYm7OE0fJh/pF0mAV8C5dzi8Tvsdf4H9GtXnuR9eW+88d38vf8J9tbXiW3uv+8bMjZSby4kOiG5yRWSDYrBuIwXqhLM0PL/dzSrK1xQapxWnBdj+QZM2lcry7mdn9k5OlZ0iyCuIIdFDHNJGlH8UEztNBDy7191sMVuL7E3uYueidNUV2rJvhUchogtc8x/nLgc58iHt9x9fn1nZogHS4+5+JHG3gT5MPjog+sw35merKNYqSoNzhryIc5l84Jp3YfBdgAo/zoFNi5q1K73HXT54CF2DhelUtUaP+3D7NRo3BAwmKDwGeen13q2tVJbXl4Eb2XFks+Ycdg/Xhsvvz5XEXTiHPs/bOkweziTuUW5eB2fg6Sl/O/4HZtunl1j/f8pa7m5jxeEVAFwcd7HjljUDbut1GwA/Z/zssSOb1meuJ6ssi1Cf0CZPyWrU8rlwZAP4hMCUj8Ev1L77b0z7Xmd63dc03uueFHKmsrxwD5K428CmwnR7voLKYgjvDAl2/OAumsZghMtehpEPa38ve7JZ1eZrJu6tpUKqaJkGC9PlpGprsBp9ILa//Rr1DoDYgdrlBpaFawuV5VVVtVZEbuoweZ01cZced+Ekeo97O7922hWq6hlD5QG6XwZ+4VCUCakrbd6sZo+7LCPleqqq1loGzpE6h3bm4o4Xo6Ly/h/vO7QtR9GL0l2WdJl9v+Q4tBo2vqldvnoRRHa1376bQv98vOdryGq4WKue9xwvOU6ludKxcQmbSOJuA+tScA0l7taidDdrhV2E6ygKJD+qzXmvLoPv7mtwOa26xAfF423wpqy6jGNFrbsXU9jmcJE28qbO6TIZp4fJdzxfG/lhT4kjtN8NzHNvC5Xl/8j9g6yyLPxMfgyOHtysfegF6qSyvHAWfRkl61D5ohNQlguKwT5FLB3J5HN6rjtnpgLaIDE4EZNioriqmBMlJxwUnLBVSl4KR4uP4mP04cLYCx3e3u29bge0BFj/4spT1Fq73Z7D5MsL4Zu/apfPv8M+S8Y2V/te0GMSoDba6x7pF4m/yR+LauFI0RHnxCcaJIm7DfSh8vWu4Z69H45sBMUI/W90XmCifooCVywEkx+krTnzxYqNTAYTnUI7AZCSL+s+C6z/tOocKl+zMJ296QXqGqosH9D6h8rr1eSHxw7Hx9i8L0e6hnXFoBjILc/1uA+UwjPp55l1qLze2x7RFbx8XRRVE+gr5KQs1Ypq2cDL6GX9vCQF6lxPT0SHxQ7D38vf4e0Naj+IPpF9qLRU8tG+pq1K4Gr62u1dw7rSI7yHHXf8GBQcgdAEGPus/fbbXHqv++4vtRymHoqiWF/LMlzePUjibgP9ZK23x10v3NJ1HARFOyUmYYPwTjDqce3yT09AYWaTNu8aKvP0xBlHi44CWJcKrMVamM4O67efLW6o9qVgfgbk1/2Nd1sYKr/qyCqg6cvA1eRn8rN+8SK97sIZzlnD/eRu7Xd7N5/frmvfEzoMAks1/P6xzZtZ/39KnRiXW5GhzW8fEz/GKe0pimKd6/7J/k8orSp1Srv2oFeTn9x5sv3Wbk/56XTnkQJX/gt8Au2z35aI7gPnTQTURivM67lPWqFUlncHkrg3wmwxW9durrPH3Vx1Zp3TgbJ2u9sZOh1iB0BFAfzwYJM2tS4JJz0GbV5pVal1KTh9jWKrohOQlwYoWjE5e/MJOjNvvp557h2Czqzl3hrnlJ4sOcne3L0oKFzc8eIW7eu8cG14shSoE85wTlX5rNOVnN19fntNeq/79v/aPO2sS9jpee7yxbdLHSk6QkpeCkbF2OzaIM0xOn40cUFxFFQU8NXBr5zWbkscKjjEzmw7r91emgvf3qtdHvbXMyPo3IFeYX73F5Bd/8hS6XF3L5K4N+J4yXGqLFV4G7yJ9q+jNz3lJyjJhoAorcdduBejCa74p1aZe9/38Mc3Nm8qa7kL3dFirbc9xCeEIO+g2jfqw+Tb9wbfEMcEoC8Ll173cPnYAK3HvbiquFWu5b76qDZMvk+7PrWrczeDFKgTznRO4u4JS8GdrffV4OUPp1LgyCabNpEl4dyDPkz+/PbnE+LjoP9PdTAajEztORWA//7xX6ottq9K4CrfHvwWsPPa7T/MgeKTENkNRj1hn33aS0w/6H452lz3l+u9W1Lw6crysiScW5DEvRH6N0zxwfEYDcZz77DjQ+13/yngwCU2RAtE94YR92uXlzyofQNqA/2Dx+HCw1JNs43Th8l3DOx47o0Z67XfCQ4YJq+zFqirO3H3NfkS4asltK1xuPyao6eryXdMbvG+9AJ10uMuHM1sMZNXkQecTtyrK8/MJ/WkHnffYOh5pXZ5u21F6vSh8qn5qR6RtLVWejX5UfGjnN725C6TCfMJ41jxMZYfXu709pvCbDHzXep3AFzR5Qr77HTPV7D7c22q25Vvglc9y0m7krXX/XM4VfeXbNYed0nc3YIk7o3QT1R9LcNaqsoh9Rftcp/rnBeUaLqL52jfeJZkaUvE2aC9f3uCvIMwq2brkoBt1Vu/v8Wkrybx4d4PqbJUuTocp7Mm7mcPk4czibsjCtPp4i/QqlDnpUFh3Yl5a13Lvay6jA2Z2qiGkXEtX1NX73FPL0ynvLq8xfsToj55FXlYVAsKCqE+oZBzACxV4BMMIXXUynBnA2/Vfu/+CiqKGr17h6AO+Jn8qLRUSjVqFzlVdoodWTsA1yTuviZfppw3BYB3d7/r1tO4NmRuIKssixCfEPus3V6cBd/P1i5fNBs6Dmr5Ph0htj90mwCqBda9Wudd9LowBRUF5JfnOy82USdJ3BuhV5Svc+3mIxu05cYCoz3r2/O2yOSjDZlHgR0fQOrPjW6iKIq11yAlr+1Wli+tKuXfu/5NemE6L256kau+uYpfMn5x63/C9qYPlT+nx728EE7s0i47ojCdzjdEKyYD9S4L11qXhNuYuZEKcwWxAbHW12NLtPNrR7hvOBbVIsN4hUPpdTFCfUIxGUxw8vT89qienrdsbPwFWiX8qhKtJ7ERBsVA55DOgAyXd5WfM35GRaVPZB+iA1xTOPmG827A1+jL3ty9bDph2zQLV6i5dru30btlO1NVbRnislxo3wcufsgOETrQsL9ov/d+DxbzOTf7e/nT3r89IL3u7kAS90Y0WFFeT/46j/K8f8JtUfxQGHK3dvm7+6CypN67zl+ewsKVB+osULdw5QHmL287ifzPR36m3FxOhG8E4b7hpBemM/OXmdy57E725uy1Hqu6tJZjVW+P+9HN2jfVoQkQHOvYIBJOD5evZ1m41lJZ/uzzyVpNPm4kr/18sMXnk6IodAvrBshweUdoC+8HttIT9zNLwekV5T3wi35FgQE3a5e32ba8qhSoc66zX3v6/PZR8aNc9tpb/Gs2nXwvAbRe95pc+X5Q81gVVhZapxRM7jK55XH9/jHs/wEMXvCnN8HUwi8CHC1+OPiGal80nFXDQj9O+nD5mqNP29r7eUNqnk+O7tSSxL0R+vIHdVaUr5m4C88weq42RDE/A35+rt67GQ0KryxP4ehJrZiLXqBu4coDvLI8BaOh7XxR88OhHwC4rvt1fP+n75nWexreBm82ndjE9d9fz2/5rzP/ly3nfFhvTcfK2uN+duJuXb/dgb3tOr0abT097vpQeU9P3PXX3sKVB7CoFuv89vxTXe12PumV5WVJOPur+fzV1JreD2yVW6Yl7uG+4doV1sJ0Hpi4A/Sbos3XPbqpwbWfdXqdGFmZxTlqvvYKKwvZeGIjAMeP2e+9szkxbfq9NwoG1h5fa/2y1NXvBzWP1dK0pVRaKukS2oUV271aFlfBMfjx9Brplzyq1Vhyd0bTmeLaKT/Wvun0cSoqDAPO9Li7+vlzNzXPp5MlJx3alsmhe/dwpVWlZJVmAXX0uBdnnRki2ynZqXGJFvAJhIkL4MOrYcO/oNdVEDf4nLvNHK31tL/6Wzr+idpQP/2NavbYbtbbW7v88nzWH9fmcE9ImkCQdxCzBs3i2u7X8uq2V/kx7UdSSn8mtNta/rn9Iqosd/DA2D6t6lhZVAvHirTh5+cMlXdGYTpd/DBA0ebJFp2EoPa1brbOcS/x7KHy+vnyyvIUsisPkl2WjZfiy6e/edvtfNJ73NvyFBhHqfn86X+3pveDpsgp19ZwbzWJe1B76HYp7F8C296H8c83eHd9aouszOIcNV97B0tXU22pJtQUx39WFbvstae3+cYfvfAK3sV7e94juvJ2l78f1DxWnft9AkCEeiHzVxxoflyqCt/O0JYf7nA+DL/PniE7VvdLYdensP9HGPuM9Wr9OLy2ZS2+0doo5Lb6ft6QmufTvhzHfgaTHvcG6PPbw3zCzl1GQy9KF90XAts5OTLRIl3HQN8bAFVbX7O67orxM0d35Z7hWi/niZITvLLy9zb3RrXs8DKq1Wp6hPeoVaCxQ2AHXrr4JT647AP6tetHtVqBT7sV/OfwPXR/5p1W9aaeXZpNpaUSo2KsPU+wuhKObtEuO6PH3T/8zAf+OtZzrzlU3tPrD8wc3ZXZY7vxyZ6fACgt6MLsMT3tdj5Z13LP249Ftdhln+KMmaO7cvcl4byx+3l6zJvdqt4PmkIfKh/uG66tZlJ0ejRMVA8XRtVCA0+v6f77x/X+79TpQ+UzijKoMFc4OjLBmffOZena0O+TJ7q4/LU3c3RXru2iTbP4NnUJ83/Z5PKY9LjuSPYnqzIFVTWwcnPHlsW19V1tJK7JVxsib/SgvtEuY7Rlk0+lQE5qrZtmju7Klb37A7Di4O42+37eGP2199OBbQ5tRxL3BuhDQhocJt9ltNPiEXZ06QvgHwnZe+G3V+q925yx/VGrQgHw8ctuc29UP6Rpw+QvS7qsztv7tevHfyf8l5dHvkyHwA4YvApRwpfhbTS0mmOlD5OPCYjRCkzpMn/XilP6hWsrFjiDvp57HYl7TEAMACVVJRRUFDgnHgeaOborXgGn59OVnmfX8ykxJBEvgxclVSWtrpifq5ktZj7c+yHfnJqFV+hWTJHL8fYqbzXvB01Ra4571unCdKHxWrFJT9VlrFaQt/TUOcNqz9bOrx3B3sFYVEubX5nFme4d1QVTgJZ8KaW93OK19+yEy7CUdkJRLPhFrXSLmACUEK1mjLm4G16END+uUwfhp8e1y2Oehkj3eHw28w058/li/7mv61kjtdsU7xy8jbjN8+duZo7uisnnhEPbkMS9AXrifk5FeVWV+e2ezj8cLntJu7z21XrXdl+48gDmCm1EhcXrRL1Fl1qjEyUn2HZS++bw0qRL672foihcmngp5/vPBMDkf4hKc3WrOVb1FqazLgM3zHnFKRuY5+5r8tXWisbzh8sDvLoiBby1f4CVZTF2PZ+8DF7W+bcpuTJc3l725+7nlh9v4cVNL1JaXWq93uyd0WreD5qi1hx36zB5D5jz2hCjCfprS3w1VqROUZQzBV5luLzTvLBsPYqxDFU1UFES7RavvYUrD1CWNR4AQ/AWnvpxmYsjgkP5h/gs5XMALPkjqTRbmneszFXw5V1QVQpJF8OQP9s5UifpfrqDpo7E/bMNRaiqAUUxU6UUuMU55Y4WrjyA4pXj0DYkcW9AvRXlT+7W1gP38oe4oU6PS9hJr6u0pTqqSmHr4nNu1ufx9I/W1n0e3LWqzqJLrdVP6T+hojIwamCjS8ksXHmAD1ab8Vb8UYzl3HyxodUcq8YL0zlw/faz6d+IZ++FknP/ObSWyvILVx5gwS/bMJhKMSgGZowYbvfzSV/PfV+eFKhrqfLqchZsXcAN39/ArlO78FL8Kc+8ks5+FwFwUe/SVvN+0BS15rjriXtUTxdGZCcDTg+XT12pFeNqgP4FmSwJ5xwLVx7gnc3al8pdwzoxe2xPl7/29M9Ss0aMZXzieBRF5dO0f2lfzrrQvT89i4qFBN8h7H9iBrPHdmvesVr1IhzfplVmv/JNMHhoatX9dAdNxvpanVkLVx5gwYpUgk1aJ9YNwwNcfk65I+0834fJx7EjHj307HKOeofK673tiSO09cGFZ1KUM+tXblqkfWt6Ws3iG1f1GQhAcEhu89/YPdCSQ0sAuLzT5Q3e78yxOo+L4rS53vEdj7WaY2Xtca9ZmM5iqVGYbrjzggmIhHan58fWMVy+NVSW18+n64Zr0xLig+KZPaa33c+n7mFa4i5LwrXM+uPruerbq3hn9ztUq9Uk+V1AXsos7h18K9f20b5o8g9qPe8HTVFrjrunF6arKaKz9iWiaoEd/2vwrnqBOkncHU9/7xzZS/ss0y2sm3Xeratee2cXMps1cBZeBi9MAQdZuOE7l70fPLLkSzLKt6Bg4LVLnwBo3rE6vP7MdMtJCyCkg2MCdoawRO2LRdUMB1cAtZ+/nu0SARje3dAm388boh+nuy4Jx0K1Q9uSxL0eqqpai9Od0+Muw+Rbj95XQ2B7rWjQnq+tV5stqvUfTaeQTgCk5adZ39jNFs8u/tWY9IJ09ubuxaSYGJswtsH71jxWF8Rovc8bMje0mmNV51D5nAPamqcmP61ApTPpw+UbSNw9ed62fj71StSGWus9dvY+n/Qed0ncmye3PJfHfn2Mu5ffzZGiI0T5R/HqJa9ySdgc7r/kfGaO7krfSO21sevULu4d1aVVvB80hXWOu0/4mTnunj5UXqf3um//r/ZFZj30AnUyVN7x9PfOyAjtvNOnKbjyf3HNzweg/R+9uYdWqC42aTlVNTpMnMWiWthQ8B4A13e/rlbh3SYdq/IC+PJu7QusfjdCrz85KmTn6Xa61/30cPmaz58+ou9o8dFW8/nOXvTjNKqP49NqDyp56Fynyk5RUlWCQTEQFxR35obKUu0bNoDOUpjO45l8YPBd8MtzsP6f0OcaUBTuH3um2FjnkM4AHC85TmlVaZsoyvFjmvamfUHsBYT5hjV435rHSk/cd2TtaDXHqs6h8ofXab87ng8mb+cGlHAhbP53nfPcW8NQef18mrtWmz+rf/AH+xbE0ZeEO15ynMLKQoK9g+2279buWPExpnw/hbyKPBQUppw3hXsH3EugdyCj4s/cr3t4d7wMXuRX5HO06GireD+wVWlVKWXVZQBElBdqU7JMvhDeycWR2UnPyfDjQ5B/GNJ/hU4j67yb/sVbZkkmxZXFBHoHOjPKNkV/7/zTN9qXJPp7HLiumFjNzwe6O/veydcHvyav4hgd4ncCzp0+suTQEnKqDhHgFcD0/tPPud3mY/XDQ1CQAaEJMOHvdo7SRbpfpo0gOLgCqitrPX9nf75oS+/njdGP06f7tzu8Lelxr4deAbVjYEe8jTU+mGesA3MFBHf0vKqRom7n36F9oMrccWb4cw2hvqHWdXjTClt/ZVxVVRutJl+fhOAEogOiqbJUsT3L8W9gjlZWXcapslPAWUPlrfPbnbAM3Nn0ee4nd59TVLFDgOf3uOv0obX6B397C/EJITZA+yAive5N88OhH8iryCM+KJ4PLvuAR4c+WmdC5m30pke4NrVj56mdzg7TpfT57b5GX/xyDmlXtjvPs5aIaoi3vzZiDbRe93qE+IQQ5RcFwIF86XV3tEpzpbU+U83E3Z0Eewfzl/7aNMU3drxBUWWR09oury5n4faFANzZ507rZ7sm2/0F7PwYFANctQh8W8kXvx0GQUA7qCjU8p2aN7WCqXiOdqToiMPbkMS9HocKtH+0NYfQAHBQHyZ/ifMqSQvHCoiAfjdol9e/Xudd9OHyh/IPOSsql9mbu5f0wnR8jD6Mim/adBBFURgWoyWzGzI3OCI8pzpWpCXAQd5BhPjUWMLJWlHeiYXpdEHtIaIroJ7zRZP+jfix4mMevZa7RbVYE3d9uKcjdAvXPtim5Ell+abQhz3/qeuf6Nuu4akifdr1AbTh8m1JzaXgFOsw+VYwv72mgbdqv/d8DYX1f5iXaSnOk1aQRrVaTZB3EO3927s6nHpd0+0akkKSyKvIY9GuRU5r94O9H3Ci5ATRAdHWIftNVnAUvr9fu3zxHIhvRUWqDQboplX/P7u6fGuYiudoGYUZDm9DEvd66D3uesJmJfPbW6cLThep27cEcs9Nzq2Je0HrT9z1YfIjO44kwCugydvXnOfu6azD5Gv2thce14aHKgaIG+KawOpZFi4mUFvLvay6jPyKfCcHZT/Hi49TVl2Gl8GL+KD4xjdopvPCzwNgX65Ulm8KvefUlh69PpGnE/fsNpa411oKbrd2ZWtL3DsMhPjhYKmCDW/Uezdr4p4nibuj6V9CdgvrhuLGnUsmg4kHz38Q+H/2zjvMjfLa/59R29579Rav67qCAYOpppcAIZAECISQ5KZCQspN7k3Pvb/cNEhIT0hCCYQOoYRiTG8G3Htb73p7701tfn+8mpG2a3cljcr7eR4/kqXRzLE8kua853u+B/6x7x+6l0ww6Rrp4q7ddwFwy5pbiLfEz34nbhc88TnR3150IpzxzQBHGQYsukjcHnxOjL/2oCXuLYMtON3BNWCLVOoHZMXdMLTEfUzFva9JjGFCgYqzDIlLEiRyFsPC8wAVtvxpwtMV6bFRcXerbj1xn61MXuOkApHMHug6oFedIpVJjem0Knf+CohLMSAqYMEGcVv35piH48xxuiw1kuVsWkW3Iq0Ciyl40mLpLD97HC6HLsXVHMOnQzOo29+1H7vLHszQwopJR8FFW+IOsMFTefzg7zDcPekmsuIeOrTvTn8+mwAM94DLmCTs9KLTObngZBxuB7/e9uugH+8PO/7AoGOQpZlLZ5yWMyVv/0Z4OliT4MN/jp7WF18qzwZznChQtO3XH85JzMFqsuJSXbQOtRoYYHiiqir1fTJxN4xJpfJHXxG3RWshcY59MZLwRRsNt+0+8WPmQ6xU3Le1bqN1qJUUawobijfMaR/ZCdl6JW5L85ZAhhdyJjWmM7K/XUOruLfsFiv/PvjK5SMVvb89Izj97RpaQnGk5wgOd+jdjSORY30eKa41hfyk/Bm3L04pJiMuA4fbEVPKBn0UnC0VujzeKNHiKO9L1XmQuxzsA8I0cxKWZAhly+Huw7jcrlBGF3PoFfdMP/rbN/8YfroAfpwNP18If9gA/7gKnvwCvPRDePePsPcJ8ZvnDPyim6IofOPEb6Cg8Hzt8+xo2xHwY2gc6z3GI4ceAeDrJ34dkzKH9KdpB7z8P+L+RT8VYxGjEVuStzh58N/6wybFFBUGuMGifbidEdfI3M6tWSAT90kYdAzqq0ljE/fN4lbK5KOTirPFDEvHIGy7d+xTnsS9vr/ekPEloUKrtm9csJE4c9yc9xMtcvlJZ7hrUyWMTNxTCyGjXIyhOT72PY6GH1ZNih0sYzqNouQikqxJONzeKrJkerSK3sKMhX5JcRVFoTpbJKyx1Oeu97i7VECFpFxIyjY2qGCgKN6q+7t/BMfwhE1KUkpIsCQw4hqhrr8uxAHGFn5X3Hc/Cm/8wvMXFQbboXW3cBPfcb9wFn/+P+GRT8LfLoA/nyl6uwPM4szFXFklxqj9/IOfB82b5Y6td+BSXZxVfJauCpwV9iF4/DOiLWTpZbBmjv3xkcJiz1i4Q8+PeVgzdI3kwkCw0Izp8hNnXtCeDzJxnwTtAi4zPtNrSOV2eyvuMnGPThTF2+u+5U9j5GO5ibkkW5NxqS7q+qLzwsPhdvBi3YsAXFR+0bz2pSXu7zS9E9EmaROk8iO93n5VIxN38OlzHyuX1/rQNLVAJKJV3IPtimxSTF65vOy/9YtZS3HxGtTtao8dZ/nOYY9UfnRQPBCNMnmN5VdCeikMdcD2f0x42mwy6yaTUi4fPLpHumkbbgNmMPVs2Q3/+pK4f9qt8PXD8B9vwHWPwuW/g3O+Cyd9Voz8KzkF4tOgbR/cda54bYD50uovkWBJYFf7Ll6ofSHg+3+/5X1eqX8Fs2Lmqyd8dW472fRd6DgEKQVw2Z3Rb06tzXNv+AAG2vSHo0HRFyw0Y7oxhZ4gIBP3SdDk0GOM6Vp2wnAX2JKheJ1BkUmCzoqrxSiMvgbY/y/9YUVR9PPhaO9Ro6ILKu80vUPPaA9Z8VmclD8/07UT8k7AYrLQPNgckvEYwUBVVT35LUkuEQ/WvweoYhZzisGOvXqf+1iDukivuDvcDt1jxK+Ke/sheOQm2PP4nI6nLQ7IhMI/dDXELNoYtD73WKy4Zw56fD6iOXE3W+DUW8T9t++ctGdak8vHUrtEqNEW1YqTi6c2lh3qggevBecwVG6Ejd+H5FwoWCnaHtZcD2d8HS7+OVxzL9z8AnzuLchZCv3N8LeLvCbNASInMYdPVX8KEJXxUddowPbtVt388oNfAsLJXvMrmhW7HvG2gVzx+9holU0thILVgAqHvIspWhEjUq8vgol2rVucKhP3kDOpMZ32RVV+BpitBkQlCQnWeDjxZnH/nbEuudr5EK197ppM/oKyC+ZtCJZoTWR1zmogcuXyHcMdjLpGMSkm8pM90qfjYSCT19Aq7k07YNQ7BzfSE/e63jqcbieJlkQKkgqm37hlN/z9Itj7ODx6E7z+8zEuuP6gOcvLxN0/5lJx16Ty9f31dI9MbmAWbeiJe1+zeCAa+9t9WX0dJGZDz3HRFz0O6SwffLRFtSmr7S6n+J7sOQ4ZZXDVXWAyz7zj9BL41PNQdjrY++H+q2HHPwMXOHDj8hvJTcylabCJ+/ffH7D9PnfsOfZ27iXJmsTnV31+9js4vgX+5VFibvhqbCluF3sMin3GwmlS+VBMAYg09MRdVtxDz6Sj4KRMPnZYd7Nw1Gz8wFNhFVSmCyOSaHSWH3YO8/JxsTg1Z5m8qgpJlSdxivQ+d63aXpBUgNXkWazTjekMmN8+nvRS8Ud1Qb3XBFD70WgabIrINgVfY7ppe6gbtsLdlwp5rraw8vL/wNO3wCx8KHwTikh8v0LJgH2A5kGRiE4rxR1HWlwaZallQOxU3fUe907NmG6ZgdGEAFsinPw5cf+tX01YQJPO8sHHdxTcpGz+AdS8KhzRP/bA7CrHCelw/WNQ/RFwO+HJz8Frs18onXL3lgRuXXsrAH/Z9ZeATKQZdY3qbvU3V99MVkLW7HbQXSfUCS47LLkUzvnevGOKKLQ+95pXdO+KohTRitc0GJmFgWByvF9I5bV2xWAhE/dJmFBxHx3wXrDLxD36Sc6FlVeL++/8Vn84mp3lX2t4jSHnEEXJRazKWeX/C0cH4MCz8NSX4fal8IsqYWoDnFIoktstzVsi0kl4gjGdc1T0e4GYXRwOaHJ5n3nu+Un5KCgMO4fpHo286qZeNZquolv3Ntx7OYz0QPFJ8MUtcPEvQDEJY8l/fkycm36wMH0hJsVE10gXHcMdAfgXRC/aokpuYq7X/8VPVubEjlze6XbqyoLMwW5Agezg+jWEBSd9WrQTtu4RJmc+VKVXoaDQMdwhP2dBQlfDTLaotusRMcoM4Irfza11wxIHH/4LnPYV8fdXtIXSwIyTu7TiUpZmLmXAMcDXX/s6LYMtc96Xqqr8cecfaR5sJi8xj+uXzdJMbqQPHvioWBjOXylGv5liLGXKXwmpReAYgmOvA96ktG2oLaqNmmeL7yg4WXEPMU63U3c91RP32jeFk2T6AtHbKol+NJO6/U+LVVe8iXttb21EJqLT8VyNkEJdVH7RzE7RXceEed99V8LPysWK9LZ7Rf8bwBu3w1AXy7OWk2xNps/eF5F9jROM6Zp2gGtUeCCEyxgYrfLvowyxmW3kJOYAkSmXP9ItksMpK7pHX4H7Piwkm2WnwyeeENWgkz4DH70fLAkiabj7Yuif+cIv3hKvV4Mj8TwNJVpFz69qu6qK2d77nwZgRbYwqNvdHv2Je89oDyoqCgrpbreQGlsTjA4r+CRkwAmfFPffvGPMU4nWRBakLgDgUNehEAcW/bjcrqlNPZt3icV1gA23CTPBuWIywXk/HLtQ+uDH/V4onXbXion/Ovm/iDPH8X7L+3z4Xx/mqaNPzVoJVdtby6de+BR37RZ96besvYUEyyw+fy4nPPopaN8vzOiufUiMSIs1FMVrUueRy2fFZxFnjsOtuue1sBJt9I720u8QLYuaKiFYyMR9HA39DTjdThIsCd4ZtVp/e+U50e8kKRHkLRfj4VQ3vPdnQPQOx5njsLvtUeWo2Wfv443GN4BpZPJ9zfDid+C3J8Gdq+G5b4rPhcsuFrRO+g8ho8tfIeb5vvNbLCYL6/KFkeM7ze+E6F8TOCbMcD/+trgtPSV8vgdKPCaCTdvGVD0i2Vlel8pPZkx38HlRBXEOw8Jz4bpHIC7Z+/ySi+GTz4pe2+adcNd50DZzMi6d5f3D7/52twuevhWe+Qo8fCP0HNed5Xd37I76lgRN5pthjscCkOV/W0HEs/6LYLIK00yfBUXwyuUPdMsFskDTMNDAsHOYOHMcpSml3icGO+HB6zzfmefBOd8JzAFP+gx89B9iofTwi3D3JdDfOu/drs5dzSOXPcLK7JX0O/r57zf/m1teucUvlYbD5eBPO//EVU9dxQetH5BgSeAbJ36Dyyoum10QL/43HNkk/m0f/6cwaotVtD73Q8+DqqIoitdZfjB6roPniyaTz03MJd4SH9RjycR9HJoMuiy1DJPieXt8E3dJ7LD+i+J26z0w0ofZZNYrc9Ekl99ctxmH28HC9IWT98apKvzjKiGz6zgIillItM/7MXzxPbh1J1z8M5FInfkt8Zotf4KhLm+fe1Pk9blPkMof9/SRl4RBf7tG9mKISxVStra9+sORalA35BjSDV4mJO57n4CHrhOqhyWXih7NyaqYxSfApzdBZiX0Hoe/nT9hZN54ZP+tf8xofgXCX+CJ/4Bt94i/qy547y8sylhEnDmOPntf1I7U1NCN6RSPyWd2DCXuqYWw6qPi/pu/GvOUvkAmP2cBR1tUq0yvxKwZzrmc8OgnxfdgRjlc9Rf/zOj8ZcklcOPTkJgFzTvgr+cJ47t5Up5Wzj0X3cOta2/FYrLwav2rXPmvK6cdFbejbQdXP301v93xW+xuO6cVncbjH3qcG5bfMLOK0Jf3/gJb/ijuf/jPULhmfv+YSKdsg/BE6G8W/8f4jITrl4m7hnbdMmbRLEjIxH0cE/rbe45D52GRrJSfYWBkkpBTuVH0Jdr79dm02iiRoz3RMxLu38f+DcDF5RdPvsHRl0VSaEuBj/wNvlkDNz0Lp90COYvHVp+XXDKm6q71uW9r28awczjY/5SAMkYqr6rCrBC8Ve5wwGSCohPEfZ/qlub8GmmJ+7HeY6ioZMZnjjUS2vFPIV10O4U50tV3i37LqcisgJs3QcnJMNIr2jp2Pzrl5tLxemZUVdXVEFNW3J2josK++xEwWeCEm8Tj2+7B6hhlaeZSIPr73PUZ7i63eCDL/9F5UcGptwIKHHx2jOJFLpAFj0mN6TZ9T/Qma2Z0CRmBP3DJOvFdm1EGPXXCMLRn/iNgLSYLn17xaR669CGWZC6hZ7SHr7/2db7x2jfoGenRt+u39/M/7/4Pn3juExztPUpmfCY/Pf2n/GHjH7xqOX858hI895/i/sbvw7IPzfvfEfFY42Ghp2jpkctrxYxoUp7OF63iXpJSEvRjycR9HBMSd63aXnyi6KOUxA4mk7fXfcsfwO2KOoO63tFe3msRCd+F5RdOvtG7fxC3a66H6qum/xwoypiqe7kljdzEXBxuB9vbtgcu8CAz4hyhbbgN8PxI9RyHwXYhAc1faXB049AWEhre1x/SLlgi7YdVnxHuW23/4G/CwVh1w5pPiCqIPyM5k7Lghn/B0g+Jlo7Hbp4w4lFDGwlX11cXcQtMoaJ9uJ3e0V7MinnyWcj2QdHGcPBZMZXjo/fDJbeLRZSRXtj5T10uv6t9V4ijDy16xd3uOZdiqeIOkLNILOKCmOvuQfucHes7xohzxIjIopYJbSy7HoZ3fyfuX/mH4E41yKqET/5bVPV76uCeS6E3MG1aizIW8cDFD/C5VZ/DrJh5vvZ5rvjXFbxa/yov1b3E5U9ezkMHHwLgyoVX8tQVT3FxxcWzq7KDWGB65CahEFp1rRj9JhEs8rRQHhRFHl3RJ53ldTRjutJUWXEPORNGwUmZfGyz6mOQkCkSt6Mv6+eFdp5EOrs7duNW3SxIXTD5SmH7IdHrhQInf9a/nfpU3ZV3f8/6AjHzPJLGwmmV6mRrsnDP1qrt+dViBTqcKJ6YuEeqVH6CMd32++EZzwXUSf8Bl905O6mnNQGuvgdO8bS9vPjf0DtxMSM7IZvM+EzcqluPQTIWLTEoTS0lzjxO7TDSK9ppal4R1b3rHhajhEwmONkzO3nLH1mZJWaZR3vFXR8FN9wnHoilHncNLfHZ9ZCexOUk5JARl4FbdUeVai0c0CvumYuE8kWrHJ/+dVh2efADSCuCTz4jKu/dtaLy3heY3x+r2coXV3+R+y++n4q0CjpHOvnyy1/mq69+lfbhdhakLuCv5/+VH532o1lPuwBgsAMeuAZG+8TEmMt+FT4+NuHAogsABVp2Q2+DlMpPgiaVlxX3EKOq6tiKu9slZl6CTNxjFWsCrPCMhtv1kHeWe29NVBgsaRfQmuPzBN77k7hdfJH/ExXGVd1PyRL7jqQ+d19jOkVRxMxwgKITDYxqCoo9UvmuGnEBAhQleWatDkTWLPcxxnQup5jLDrD+S3DRT+c2jsdkggv/Hyw4TVTtt9836WZaNVDK5SdHS9wneA8MdcE9H4Lj70BcmnD5rzjL+/zqa8XjnUdYMSAS2YPdBxl1jYYo8tCjS+WdTrGQEYvmVsUniqkPbie8Iyq/iqJ4DerkBIeA4esNUpVeBYdegOEu4Yh+9n+FLpC0YrjxGWFY230soMk7wPLs5Tx82cPctPwmFBQsioXPrvwsj33oMU4qmGMLm3NUmPf11IlFh4/+Y/o2rFgkKdur7Dv4nC6Vj7TCQDCRUnmD6BjuoN/Rj0kxibElTdtFJSEuDQrXGh2exChWeox29j9DqS0Ds2Jm0DFI69D8HVSNZm+HMDSrzq6e+ORwN+x4QNw/5fOz27Fede/nlPqdgLhQ02YbhzvaRZBuTNeoJe4nGBTRNCRkeGdEe+bMa7PcR1wjdI50Ghjc7BiTHB56DvqbhEP8xu/NvwKi91vfO+ncYc04SyYUkzOpMV1/C/z9YmFalJgFn3waSk8e+8K4ZFj7CQAKt/+TzPhMnG4n+zv3hyjy0KNL5d0uISOO1eqdVnXferdY4MG7QCY/Z4HjaM9RVFSy4rOEN8jOB8UTK68JrBmdP6SXiMp7eil0HYV7LhNTaQJEnDmO2068jSeveJJnPvwMX17z5YkKIH8Z7oH7PwL174rr/GsfFi1Wkoks9sjlDz2vV9zbhtuiegHWXwYdg/p3fklKiT5COljIxN0HrdpenFyMzWyDI5vFExVngtliYGQSQylaK8yFnMNYDz2v97BEep+7qqp6xX3SxH3bvcKtPK9aVE5mg0/VPfuDe1mYWo6KqvfThztjjOlcDt1NleIwrLiDj1xevL9Ws5XcxFwgclbFe0d7dV+BhekL4f2/iifWfiIwFZBlHxJtL32NnvaPsWiVQE1yKhmLtqiyKN2zSNRzHP5+kXfW8Sf/DQWrJn/xSZ8FxYRy7FVWpgj/mGiWy+uJu8sde/3tvlSeIzxBHEPCrRuveZr8nAWOMcZ0g51w2OO+vurjxgSUXioq72ml0HlEJO/9gZ35XZFWoY89nRPddfDX84V5ny0ZPvYPYbYrmRytz/3Y62SY4kmwiIkuzQOBW5SJVLRCT2Z8Jim2FG/BK0jIxN2HKY3ppEw+tlEUWPkxcX/XQ16Dup7ITtybB5vpGunColj0KoiOy6lfaHHK5+dWMfKturvFwtc7TZExz12XyicXQ+tecI5AfJoYMRaOlKwTtz7O8tpFTaQk7ppMvjCpkOT+VtEvjeKtlM8XS5yQbQN88PcJT/uOqnKr7sAcM0pwuV36QmVVRpW4CP/bRaI9I70UbnoOcpdMvYOMBWKEH7CiXyS1u9ujP3HPcrlis79dQ1Fgw1fE/S1/BPvgmJYU+TkLDGPUMHseFe0JBashd6lxQWUsEAqctBIxmemey2Cgzbh4fGnYCndtFONtUwrhU8/LqVEzkbNYLNC67CiNH0Tc9UUwOd4nZPL6FIODzwf1eDJx90G7MKlI87jgamZPlWcbGJUkLFjp6XOveY2K+BxxN8Ir7lrFa1HmoolSswPPQG+9kClXf2RuB/Cpuq+v3QZEjkHdmIq7ZkxXdMLceqxDQbEncW/cJrw58CbukeIsr5nCLcxYKJzkAarOExeAgUJbBDiyacLIorK0MmwmG0POIWm6M47j/ccZdY0Sb44Xn4mt90Bfg1jIuul5yCyfeSeeCR0r6sR3wa6O6HSWV1XVZxycK7Yr7gBLLxdu48NdsO0+ytLKsJqsDDoG5ecsQIypuO/8p3jQqGq7LxllYs57ajF0HAqP5H3/03D3JWJKTN4K+PRLosAgmR5FET4xALVv6nJ5rcgRy2j97aUppULJ0R1c480wvQo1hjEV92Ovi7EQmZXiy0cS22SUQel6QKWiV/S2R7orrtbfPqkxnTYC7sRPzc9F3VN1P2GgBwsKjQONuqwoXFFVVU92ReIuEo2w7G/XyFkCthRwDELbPiDynOX1UXCpZbDjfvHgiTcH9iDZC0XbxyQmdRaTRTef1GKRCDSZfGV6JSbF5FWjnfpl4SbtD6WnQMFqqocHUBALSlqCG00MO4cZcYlRZ1kud+zNcB+P2SLOE4B3fotV9RocSiPI+aOqqncUnGoV3kwmC6yY44J7oMksF5X31CJoPyCS9yD3AE+KqsLbv4WHPgHOYag6Hz71nP/fXxIo2yBua9+SFXcftEJPaUopHN0c9OPJxN0HrYJanlbuvTBZuNHAiCRhxcprAKioFXLkSB8Jp1Xcl2ctH/tE4zZh1mKywrp5Jk6eqnuSqrJy1A6Ef9W9c6STYecwCgqFSYW64VtYOsprmMxed3mPXF6vuA9GRlVLN6Yb6BHGiGmlouIeaE6c2qROk7o1D8q+PV/GSHF91Wiz+X1UFDjlC6SoKuVOMekgGvvcNTPIBLebRFWViTvA6usgKVeouPY8Jg3qAkj7cDs9oz2YFBOVx94WD1adL5zAw4XMClF5TykUyfsfThUeJqGaeOJywr+/LsaBosK6T8PH/glxKaE5frSgJe4N71OUIDx0IkXRF0y0intxSrHXGy2IyMTdg69LeHlqmffNl/3tEo3lV4LZRlmruNjoHu3WexkjDZfbxd7OKSruW/4obquvgpT8+R/MU3U/ZWgQCP+xcNrqaX5SPlbHkJD4Qfga02locnnPQkMkzVpVVVXvca86+qZ48IQbg+OIvORS4YDe3+w1cfJQkFQASMOd8WhtDFXpVVDzmlCjZVWJ/vbZsPxKSM5nxbD4LtjVHn1y+THGdCmFwlU/1rHGwymfE/ff/BWL00X7wMEuWXGfL5pMviy1jLjdj4kHV33MwIimIKtS9JKXngr2AXj2Nrj3cmFyGUxGB+DBa+H9uwAFzv9fuPgX0nB6LmQthOQ8cI1SNDoMyIo7eHvcS5MKxe9jkJGJu4favlpAuAKmDXaKmY4m6+zdtCXRS0IGVJ1PoqpSZE4EItegrqa3hmHnMImWRK8ZI4ixLXseF/e1C6354qm6rx8W8tEtze+GtSmR7wx3IZNXxVzacKpgTMY4Z3ktcW8ebA77We7tw+302fswKybKG3eI7961NwTnYJY4UQGECSZ1envBoLwY8WVMxX0+ajSLDU76tK6+icqK+5j+dllt1znxZtHO076fxUP9gJTKBwJdJm9NE+Mz49Nh0YXGBjUVGQvgk8/ChT8FSwIcew1+v154mgTjN6qnHv5+oVigtSTANffCqV+K3fGM88Wnz72wS7Q8xnrFfcQ5ohd9S/s7wN4vptcEEZm4e9ASsIq0Cu+FSekpcrVcMhbPSnb58AAQuQZ1ezr2ALA8ezlm36rmB38Ft0P08xeuCdwBl1zC8oxFJLnd9Nr7wloiqRvTJRd757eHe7UdvDF2HoGhLvKT8jEpJkZdo2E/y12r6JYq8cSpwNLLIDk3eAc84ZOeA780pt8yP0koTGTF3cuwc1ivKFSlV3l7+OaqRjvhJlZ4OhT2tO0M60W8ueCd4S7728eQkK63qSze/SQgFhV7R3uNiykK0I3p+jrEA9VXBWZ8ZrAwmURR4PNviesM+wA881W478oJhqFzQlVFu9ijN8Odq6FlNyTliAWDZR+a//5jHY9cvqhZLLpqrYWxirZwkWxNJr3WMzWp/MygHlMm7h7GGNPpMnnpJi8ZR9X5EJ9OZZQk7tVZPvPbHSNeN+9TPh/YAyoK1jO/zTpP1f3dupcDu/8AMtZR3pO4h7MxnUZipjdRaPgAq8lKXmIeEP6r4rox3UC3eGC+3gozkVXp+XFVRa+7h8IkWXEfT01PDSoqmfGZZA/1CGmr2ebtd5wtSdlULbmCeLebAdcwtb21gQzXcOQouGk45QtgtpFyfAtF8VmAlMvPF73i3iRa38LCTd4fsipFMn3BT0Q1vOYVUX3fevfcqu+OETE/+89nwV/P847FKz1VOMcXR8BveCTg+d5PbdhGsjUJiO2Fbm1RuySlBEVb1K44K6jHlIm7Bz1xTymF2jfEg5XSmE4yDkscLL+SCrsDiFypvCZRrc72Sdx3PwJDncIUbPElgT/okks4xSokRO8cejLw+w8Q3hnuRZFhTOfLFHL5cO9D0y8+R4che7F37Eww0Uzqtv8DXOLzrL1fXSNdjDhHgh9DBKBV9BamLxyrRrMlzXmfllO+yDK7kMvvqntl3jGGE3IU3DSkFuiqtcWedgkpl587DreDo71ius2i4X6xcBsJ6jANkxnWfwE+9yaUnCxkxk/fCv/4MOz7l5i33t8K7mlUOb2NsPlHcMcyePLz0LwDzJ52qM++Jpzj5WSowJG9CJJyUJwjFNoygNgeCadNSSpNzIMWj2dLkCvu0p3Bg5a4V9jtQrqTmA35Kw2OShKWrPwoFXvEuKqa3sgbCTfiHNETJd2YTlW9I+BO+kxwjFsUhZPWfhb23MnO4RZcjlHM1vCT9OkVd6ww2CZG6xREyHdByTrY+cAYZ/mtrVvDvuKuGdMttDvglE+Fpgdx8SVCQjnQAoeeh6WXkWpLJdGSyJBziObB5rH+DzGKbhqYURU409a8ZayMz2Mbvew++ARXrAqywiKEdOmJu5TKT8qpt8K2+1jc1cDLGWlh3TYV7tT11uF0O0lSFQqdLrEoEon929kL4abnxDXIyz8WC4RHfVR5ZhukFkJaiRgrl1YsFoGOvQ77nxFmmSDmxa+7GdbeCElZxvxboh1FEVX3vU9Q5IZDhH9hIJhojvIlnoVoClZBcnD9kGTFHXC6ndT1iz7H8jZxkULl2aIXRyIZT+kplCeKXtjWoTYG7AMGBzQ7DnQdwKk6yYrP0nt6OfY6tO0FaxKs/UTQjl2x8gYS3CrDJoXaQ08F7ThzZdQ1SttQGwDFfeKWvGqwJhgY1SzQKu6N28Dt8jrLh3Hi7lbdHPVUdatUc+gckS02WHO9uO8xqVMUZYypn8RHDZFaDscCp0ZbsUj0m+7urYHR/nnvL1zo8lzEZqqm2bvuxwLZC2HpZSz2XOhKqfzc0dQwVaMjKAArP2poPPPCZBbGcZ97U1TLS04WSbpiApcdumuFGnbXg/DGL+DZr4mqvOoSJtLX3Ae37oTTb5NJe7DxKOKKhvuA2E7c9RnuvZ7rhYXnBv2YsuKOeOOdbicJlgTy6zyjqqRMXjIVikLaio+SfewBOixmjvUeY0XOiplfFyZoY+Cqs6tRtNV5bQTc6muFe36QMFvjWGpNY5urj72HnqJy+dVBO9ZcaBpoQkUl0ZJIRss+8WAk9Ldr5C4FW7KQHLYf8PZsh/EPa2N/IyNuBza3SsniK4SJVahYewO8eYeo7nTXQkYZBUkFHOk5EtN9e77ojvKjI+AYFPO486pneNXMrKy+Hg7dxyGrieFt95Kw/ovz3mc40DXUDkBWUl5wxhlGAxu+wpLDzwJwtOcoDpcDq9lqcFCRh25MZ7eL5DUaFoqyq+CK33v/7nKK0Z29DdDXCL31Qh7f2wBpRXDipyBvuXHxxiKeaVuF3U2QkRzTUnm94t7suV4MQeIuS8p4ZfJlycWYmj09CtKYTjIdKz9KpUP0xR5t3W5wMLNjQn9751E4+Jy4f3KARsBNwzLPcfe27wjOCJh54GtMpzRtEw9GWs9g0Vpxv/49ipKLgPBO3A+3CAPASocD80mfDu3BMyug4mxAha33AN5Z7tKgDrpHuukYFm7VC1tFAh8oNVpecgE5liRcisL+bX+Zvo81gui09wCQmRYFSVSwKDqBwpJTSXG5carOiDV5NRpdDWN3RI4p3WwxWyC9BBashxUfgQ1fhUt+Adc+CJf8UibtRpCzGBKzKbLH9ix3h9uh/9tLBrrEuMvidUE/rkzc8TqDlylxgCqqCSn5xgYlCW+yqyi3pQNQc+wlY2OZJZqjvN7f/t6fAVU45odg7vDy8vMB2KuOQtv+oB9vNowxpmvaIR6MFGM6Dd2g7gOKUryJe7iO3Tp84HEAFlpSAjuC0F/GmdQVJIvEXVbcvYlBUXIRiTWviQcDpEZTFIUVeULNsnu0w2sKG8E43U56XMLUMDNzkcHRhDfKhttEpRg46Fm8k8yOQ57f8kVukxx1JgkdigJlp1HkFHM9w7kVL5i0DLTgUl3EK2ZyXC6oOBNCoBySiTs+xnRDol9j3sY7kpigolAkSMfa9xgcif/0jvZS1yf8HKqzq2F0QCQsEPgRcFOwPF9UhA/arDgPPB2SY/qLXnE3xYNzGOLSIs9gSlvxbXiPvMQ8zIoZu9uuu12HFW4XRzyKlaqi9cbEsPhiSM4TRoQHnpUj4XzQZfIpC7yOuQFUo63IEws1u+JscPzdgO3XKHpGe1ABRVXJyJWVwGmpOJsl1lQADhx4wuBgIo8+ex8to2L0YFXFeRCXYnBEkphiwQYKHSJx7xntYdAxaHBAoUeTyRe7FZFMh0AmDzJxB+BYn2cUXJvHIVwm7hI/qFx8BQBH3UPQfsjYYPxE628vSSkhLS5NSOTtAz6S4eCzIHUBSSYbIyYTNYeeCckx/UVP3Ec9o8CK1kSeSaWWuHccwjLSF96z3I9s5gii6rZw8eXGxGC2ek3qtt7tNaeTFXevFNft+Qzkr4Dk3IDtf2W2mNawOz5OH2EYyWiLYxluN+bsxQZHE+YoCosrLwLgYMcesMfehf98ONwhemoLnE5SVl9vcDSSmKNsAymqSqqnxSkW5fJ6f/uwx1x1YWi80SLsijTwqKrKsR5Pxb2/AywJUGpQ5UcSUVTki2pRo8XCyM77DY7GPzSZvN7fvlfIlKn+SMjGyJgUE0szl4jD9x6FvvBJkHSpfJ8wmIo4mTwIR93MSnG/cVtYO8s73r+LWquQllXlzN/wbM6svRFQoOYVCjzeFa1DrbjcLuNiCgO0ivuiXs+EhQCbti7PXo6CQrPFQkfTBxHf597VLz5jYoZ7hCl1DGDxcjFB4qBFQd16r8HRRBaHDoqpLIvcpqDPjZZIJpCzBBIyKXLErlxen+HucIj59iEyh4z5xL1zpJN+Rz8mFEqdDjGf0BpvdFiSCCArPosUczxuRaFu3+MRcdGpGdOtyF4Bwz1weJN4ovrDIY1jea5Y9NgbZ4OD/w7psadCVVVvxb3dMxYykozpfPGRy2uJe9itiPcc51jtKzgVhWRLoq4MMISMBfpqec7ep7GYLLhUF+3D7cbFZDBu1c2Rbs8M90bxvRHoikKSNYnKtAoA9qkj0Hk4oPsPNV0dYiZ5JuagTueIFiozq7BgotdspvW934HLYXRIEcPhhrcAqMpcIqcXSEKPyRTzfe71fSJxL3E4QyaTB5m4U9MjjOmKMBOnImXyEr9RFIXKDGFAVDPaAfXh3aOpqupYY7oDz4LbAbnLxBixELI8W/R/7rPZvI72BtM92s2QcwgFhcJ2TwIRSaPgfCnxJO4+zvJh98O69W6O2MRE0oUZi7yjCY3ihE8CYNr5gL6IEHaLHSGkaaCJIecQFsVMaV8rWBPFbOUAsyCtDIB6qwXqI1su3+W5nsiyJBscSWQQZ46jLK0cgAMjHbDnMYMjihAGOzk01ALAosqLDQ5GErMs2EBhDCfuulTe4QyZTB5k4u41phv29FeF8M2XRD4VGUIOWWO1ws4HDY5melqHWukY7sCsmFmcudh7kRTiajvA8iyRuB+02XAcew1G+0Mew3i0anuuLY04VYW00oD284YUzVm+cStF4TjL3eWEbfdxxOaRyWdUGRwQsOhCSM6HwXYKlTggtg3qtP72CmsaVhCzey1xAT+OvrBksUDD+wHffyjp9FRgMuMzDY4kcliSJRaND8ZZ4c1fRYRyzWjcux/RFz0XlZ1lbDCS2KVsgy6Vb+qPrVnubtVNgyaVV02w4LSQHVsm7pox3egopBaJPgWJxE8qPDLPozYr7H0SHCPGBjQNWrW9KqOKhNFBqHlVPLE89Il7SUoJKdYU7CaFo2YVjmwOeQzj8TrKe5KT4gittoNQUViTYLSPQqfo0w6rFfFjr8FgG4fjkwBYmB4G/cBmKyy9DIACz3zaWDaoO9LjkcnbR8UDQVrUjqbEvWtIeAFkJstxsv6yOEOY+B2MT4T2/XD4RYMjCn+adt3PoMmEVTFRmhqavlqJZAK5yygyi9bipu6jBgcTWtqG2rC7HVhUlfyiU8CaELJjx3zirknlKxwOIZM3Wq4piSi0xP1YXAKM9sKh5w2OaGq0/vbq7GrY/xSoLihYDVmVIY9FURSWZS0DYK8tPPrcdWM6z2zhiDSm0zBboEiM3SvtFcln40AjjnDpIfWoPY4kihFGYVFxB6g6D4DCHvGeyYo7VHULSW6gjek0ilOKAU/i3rYfRnqDcpxQ0DXaA0Bm2gJjA4kgFmeKxP1Acrp4YOvdhsUSEXQc4ZDHNLIyrQKrKfhzoyWSSTGZKMpdDUCDp3UjVjjeJ2TyRU4nFs91Q6iI+cRdr7g7HFImL5k1Fekica+1mHBCWMvlx/S379Hc5ENfbddYlu1J3ONscOgFw42J9Ip7v8eQLFKN6TQ8BnW5LftJsibhUl16T5ahOEdh/9MMKQoNblHZrkwP/eLRpJSdDuY4CgfEWK9YrrjrM9xHh0XbSJAW+LSKe5PVBqjQuDUoxwk6qkqXS5zPWVlSuecvWuJe7xpiUFFExb0/tpKAWXHkJQ5rLUaZofWmkUjGU7jgDAD63Xb67H0GRxM66nuEwiDU/e0AllAc5He/+x0///nPaWlpYdWqVfzmN7/hpJNOmnL7Rx55hO9+97vU1tZSVVXFT3/6Uy6+eP4GHHdsOoTZpHDLRlHdGXIM0TIofiAWOFz8vq6Y0aax2/hy5+bDuNwqwIzbfPU8/364x8c01+OFY0xfPW+RX/vyJy5/9xPI2P2JyaSoJFgSGHYOU2+1UH74RRho484tvYbEpMU1fl9u1a3PcD+w14Fa+yYKwPIrDYtJ63PfE58InY088vgjNGeuM+x90ivugz24MfO7fYk4DwbuvAv1eV7RVcTlgNL4AeULKtjTuYea3hoq0ysN/exVdb3GpaN9HM0QvfdZ8VlkxmeGx3enLRHKTqOgUTg2722r445Nh2Lu+9zhclDbWwtAld3BrtQTWKkoQTnPtakH/SboNSnsf+153qkpNuT7fF7neV8TnR7F3ks1SexuORxWv8f+bGNUTLkJubQNt3GoeDVr6rfDzge5c/QSed0yWewtL3PIM0Jzkccc1/CYwvCckjGF5jxPrDibjIN/ottspqm3ntSc5fM6nr+xz0Swz/PjjcKMOs9t447t8NXzZwwpYAS94v7QQw9x22238f3vf59t27axatUqLrjgAtra2ibd/u233+bjH/84N998M9u3b+eKK67giiuuYM+ePfOOxWxSuH3TIe7cLCoJWrU90+Wi1lmOMy59wjYad24+zO2e/2B/tplrTHM9XjjG5O++AhVToGP3J6Y7XjpCklIAQE3eUlBdvPHY7wyLaarj1fbWMugYRHVbOaX3AAoqH7gXcefWUcNi0g3qrGbswMLu1w19n/SKu9PJPncJqjUhos/zttQV4sH2A1QkCznysd5jhn/21D2PAnCkVCgaqjKqwuu7c+F5FHh8AbrtrcwipKj5Pq/prcGpOkl2Q77LRX3mer/3NduYEiwJZMVnAUIuP3LsXcO+z+dznj/24it0mcUlVYItK+x+j40+p6bbJk4V308HSlYD0PXW37l900F53TIu9t9s2of96OscttkAkbgbHVO4nlMyphCd53nLKXCK5PbhV/817+OF62dv/Db1HfsA6B3Ow2wOrXg96BX322+/nc985jPcdNNNAPzxj3/k2Wef5W9/+xvf+ta3Jmz/61//mgsvvJBvfOMbAPz4xz9m06ZN/Pa3v+WPf/zjvGLRVktu33QIgIpyj0ze7sBedvGY1RRtm1s2ei8qbztv0ay3mW1M8z1euMU0m30FIqZAv5/+xPT7vWlY06CmcDkbG3aTc/Qxbjv3OkNimup4t7/+EgAF8VWcM/gmAIMLP2RoTI9tGUJ1JeA2D3PYZmXN0Fvcdu5thsTkUh26+qbY4aSp8ISoOM97dhaTPtLAcNMQAM8d3Mn2rUXGxTQ6gOOt7eCGZ0YSARjoz+b298Pou3PVeeS/+G0AFJODGzbkGB9TiL/PK8s1Y7oRVMxc8qGPznpfs4mpKKWIzpFOGi0WTo87xllnV845dqM+e00732WkSlzA3XbOCaRaGsPu9zgQ71MwYvrtjjTisuFgQhIOUzyZw7X87ORRrpHXLWO2K+rZinvPCHVWcen++l4zf3w58q+lgnE8GVOIznOTmeKETPa5+zhS+y53bj4cFudUsM/zYwMtYIWiwlNm9f8XCBRVVdVg7dxut5OYmMijjz7KFVdcoT9+44030tPTw7/+9a8JryktLeW2227jK1/5iv7Y97//fZ588kl27tw5YfvR0VFGR71Vw76+PkpKSujt7SU1NXXSuLT/lMTcFzBnvcLVff187/IHofSUCdvYzCbsLvekJ4w/2/hLoI4XjjEFMq5AHi9QMd30xE/4oO8BTH0reK/jReIUB3z2VShcY1hM4/elZD+OLfNdbqy8kq+/9GtAga8d4M73+g09p5as/ieNozv5blcf1/T2wOff5s49tpDHdMerb5O88BfEueH9uuMol/8e1lw36+OF3Xn++Gdh10N8xXYOm4uO4Bou4nNVvzEupl2PwOOfpie+hPUpVViSjzDSdBVfPuk6w7+nvNsovGS+hRsX2OiwmHnw0gd1dYhxMYX2+zwh7wUsma9wTV8/301cBDe/OOt9zSamxKIHMafu4Cvd/dzc0w1ffB9yFk3YLhTv1VzP8z9VPMzX47aRoJh574YdAY0pkO9BOMZ069N383LXL3GPlPCjBhNXmd+AtTfCh+40LKbZbBeImPzabvOP2L/lTq4pKkB1JTJw6Lvcdt7iqLmWCuTxZEyhO89vf+oT/L17B5eNJvNAzXfC6pwKxnlebm5naOHPGTKZ+NdF91ORu3LMdn19faSlpU2bh86HoNb3Ozo6cLlc5OXljXk8Ly+PlpbJzUdaWlpmtf1PfvIT0tLS9D8lJSUzxnXLxipsZhOpVk/FXbVMcJDWtrG73NjMpkn/o/3Zxl8CdbxwjCmQcQXyeIGK6fq1wq/BYe1ik7pOPLjjAUNjGr8vS6KQgVcP9IgnyzZASr7h59RFi8T7tS/LM9LmwL+NiSm+G4ASh0P0/hedMHGbSDzPPQZ1p7lEa5Ipro0vnTM3k7GAxORxk08/6WOY41tFTM6CsPie8m6j8oa6mkKnmE87F4O6SP8+xyr+zVV2x6Ru8oE+z532DACa0zxj1Brem3PsRn328uI9o+AsSQGPyd99hfM5Nd02Xz3jLAAUWzOPqWeKB/c8DvZBw2KazXaBiMmv7Y6+Qp2nv901moPNbDY+plnsK1BxyZjC6zwvylsFQL+7mwSzGlbnVDDO87Xm9xgymVBUKM5aMqe45kPEu8p/+9vfpre3V/9TX18/42vu3HwYu8uNNU5cOMZZKsT4pEm20f4j79x8eMr9TLeNvwTqeOEYUyDjCuTxAhXTW/vNgEiKHnJuEA/ufkS4ZxsU05h9WdwoceJCvPq4x7HZ4yZv9DlV25QJwL440bPHwWcNicltFi7iJU4Ho+YkyF40YZuIPM89ifs5zhpU1YRicvB/L75rTExDXXBEtGz8uW8piqUfVVUYHcoJi+8p321edq2kwJO4Nw3MfiRcpH+fm+PFQrlI3M8JWlzafkxOz/cAceKJ+vcm3S4U79Vcz/OGzjoAMuMzAx6Tv/sK53Nqum2efH8E1W1FMTl515RFT3wx2Pth/9OGxTSb7QIR04zbDXVB03ZqPTJ5xZFjfEyz3Feg4pIxhdd5XlgorjMazSoL3cfC6pwKxnm+OE54rmWSgM1sm1Nc80INIqOjo6rZbFafeOKJMY/fcMMN6oc+9KFJX1NSUqLecccdYx773ve+p65cudKvY/b29qqA2tvbO+nzv37pkLrgP59R79i0X13992q1+u5q9dbvfU799UuHJmyjPTb+7/5u4y+BOl44xhTIuAJ5vMDG9C915d2r1eq7q9X/fe51tel7Zar6/VRV3fOEITGNf+2utl1q9d3V6oq71qnu76eq6g8yVHWgIyzOqbL//odafXe1uvqeVerID9JU9fup6kn/eW/IY7r20f9Wq++uVn/661L1je+sj5rz/M5N+9Sh72Wr6vdT1Q89eqFafXe1WvGj242Jaes9qvr9VLX9p2vVih/eoVbfXa1e/NjFYfE9Nf6x372wU/3pr8rU6rur1f979VthEVOo3qefv7hdrb5b/DYe/0Gheuem/bPe12xjeqfpHbX67mp13Z/Wi+/O350yp9iN+uz99oVd6sM/L1Sr765Wv/TCZwIaUyDfg3CO6ZwHPqxW312tfvmpv6o//6+bxXnw90sMiWk22wUiJr+22/2Yqn4/Vf3Cb5ar1XdXq3/Z9RfjY5rFvgIVl4wp/M7zoz1H1eq7q9WT/7ZMfe3u7877eGH32fN57Dcv7lX/dXu5Wn13tXri786fNKaZ8tD5ElRzOpvNxgknnMDmzZv1Hne3283mzZv50pe+NOlr1q9fz+bNm8f0uG/atIn169fPO547N3sNBz60coS/NkKC282qdVfzQ4/pADCjeYE/2/gr6/CNaT7HC8eYbtnovxlEIGLy93iBeq+8x1rKy/0LONp7lNOroaHxcgrq/86xzX+hfPkVIY1psvfqgf1Ctr/cnIwC1KWfxL/e7QqLc0pVVf5cl4TTMsjb6Us5u3sf/7e8gbNDHNMx00swIIzp4spOip7z/KUaPpxbTVHfNipMidQAG1cYE9MV+fdRCvyt9wTOXudkS6+Y4XzLWeH33fmF81fyu6MFQD+7a7fBmX6FFBXf52esGOSeJsh1OhnJOoVfvnQUVTEH9Tyv748HwB43ggrQth9lpJc732oz4Pt89uf5F1eZ+NM+IWBs7k0M2Pvkb1z+vAeBep+CFVNv4moePnSIssIe0k+7EfeWRzHVvgFdxyCzPGQxhev3+cZDT7IcaExKBfopTSnl/BVh8BsTxueUjCk05/mT7wvz20GTiVWWffM6nr+xB+J9mktMX6ps5Xd7hRqvLGf5rP//AkHQXeVvu+02brzxRk488UROOukkfvWrXzE4OKi7zN9www0UFRXxk5/8BIBbb72VM888k1/+8pdccsklPPjgg3zwwQf8+c9/nncsLreq/+e88vbPAChTTdx06Tn0J3jn9U1mSqD9fTbbzDam+R4vHGPyd1+BiimQsc8mptpXKzjae5Sa3hpuvPyL8Nu/s6DrHehvCWlM4+MC2NMhZD2nO3oAOJB1nuExadx67iKef3ARDaPbeSu1nLO793E274c8pquf9o6CW3faedxWtihqzvMi9xnw1jbK7aJ1ozivn9vOWxTSmBLtHRRv+QCA3FOvpSf1Rej1ziE2+ntqsm2WV54KzS8w4GwLm5hC8T49fPBhQMjkq9Z/iNt6FgX9PM9PysekmHCpDmoSCqkcboLGbbjck09ACPb3+XT7mXS7jsN0mUTLVJwpLWDv02ziCudzyp9tHj64GICDXQf508W3UXfoZBb0vCv8Ys7575DGFHbf5y43JT1bAOiwucAJC1IXGBtTBJxTMqbQnOeKaiNJSWZQHaCh+QPS3C4wmQ09p4J2nr/0AMc97SoXL13B6Zn+X0sFiqC6ymv89re/5ec//zktLS2sXr2aO++8k5NPPhmAs846i7KyMu6++259+0ceeYTvfOc71NbWUlVVxc9+9jMuvvhiv47lr5vf3x65kjuGjnBRXAE/+9iLU24nkfjDH3f+kd/t+B0Xl1/MT8/4Kdx1njBYOu9HcNqthsb2oSc/xLHeY/yupY0z7G74+mFISDc0Jl9+s/03/HnXn7mi+Bx+/MbdYLLCN2sgPvBunJOhqiqn/nM9A45B/tXQRMUt+yAlb+YXRgoHnoUHr+XpgoX8V7ydE/JO4O4L7w5tDFv+BM99U5iAfmYzVz11FYe6D3Hn2XdydunZoY3FTw4efYGPvPl10l1u3rj+PbAlzfyiKOB/3/oeDx55gpt6+rjtk29BWnFIjnvBoxfQNNjEffFLWb3/BTj7v+HMb4bk2PPm9Z/zjd1/4PnkJL657pt8YtknjI4o4tjdvptr/30tmfGZvHrNqyh7H4dHPwWpxfCVXeBZGIlJOg7Db0+k1xrHhmLx27Tl2i0kWhMNDkwiEVz37LXs6tjN7a3tnHf981C42uiQgsMfT+dapZXd8XHccdYdnLvg3AmbRLSrvMaXvvQl6urqGB0dZcuWLXrSDvDqq6+OSdoBrr76ag4ePMjo6Ch79uzxO2n3G1WlplvMqS3PWRHYfUtikursagD2du4VD6y+VtzueACCvzY2Jf32fo71iukJ1aN2WHhuWCXtgD5qa99gA2RWgtuhm5iFgqbBJgYcg1hUleLEguhK2gFK14NipsJjnqWdDyFl96PidsVHsLvs1PTUALAkM/SOrP5SWCzas3rMJoaObjY4mtBR27oLgIq4rJAl7SBmuQM0ZHiOOc6gLqzpPEqnWSSWWfFZBgcTmSzMWIhJMdE10kXbUBssvgTi06CvAY69ZnR4xnL0ZQDqilcDkJuYK5N2SVhRlCy+txstFqh90+BogsRAO7Tsot5TcS9JmXmKWTCIeFf5OdFVwzFVyEYrSs8wOBhJNKAln3V9dfTZ+4RruyUe2g9A0zbD4tIWEorckOl2Q/VVhsUyFdp7d7TnKMOLzxcPHnwuZMff1yl6sqrsDmzjxsBFBYmZUHEW5Q7Rl9U10kXvaG/ojt9d5xnvpcCyK6jprcGpOkmxpZCflB+6OGZJSlwqKYr4gW4+9G+DowkdLYPCRb+oMLSfhaJkkbg3JqSIBxreB7c7pDHMmY7DdJnF5VRmQuYMG0smI8GSQHmq6GU/2H0QrPGw4hrx5PZ/GBhZGHD0FQDqcoV8tyy1zMBgJJKJaAuvjVYL1L1lcDRB4thr9JoUejyLtDJxDyHq/qc55pmFWZ691OBoJNFARnyGfuG5t2OvqBQsvUw8OclM91Ch9bdXDw2CJQEWXWhYLFORm5hLVnwWLtXFwQKhXODwC+ByhOT4WuK+bNQ+YX571FD9YRJVlXy3AkBNb03ojr33cXFbtgFSCzjYdRCAxRmLURQldHHMgYKEHACaGt42VDkTKlRVpdk1DED+Aj8d+QJEYXIhAI2KS3xXjfRA55GQxjAnVBU6D9PluZjzHQcnmR2LM0Wf+/7O/eKBNdeJ2/3PwHC3QVEZjNMOtW8AUJcszq3S1FIjI5JIJqB9fzdZPIm722VwREGg5lUaLCJ3zE7INkz1EnuJu9tN57a/0282YULRDT4kkvkypVx+9yPgGDEkpt3tuwFYMWqHRRdAXLIhcUyHoigszxZV970WIDEbRnqh7u2QHH9vh/j/Wma3Q/GJITlmyFlyCZislI8K99eQyuX3PCZuV3wE8FTT8F6khzMF6RUANI90QudRg6MJPl09tYwqoKgq+RUbQ3rsYk1qOdgMhWvEgw0RIJcf7MA50kuPSVxOSan83FmaKQop2ncEBashrxpco952m1ij4X2wD0BiNnWeRbUFKfK6VRJe6Iopq1Vcv7XuMTiiAKOqUPOqLpMvTTFu8Sz2EveaVzg21AyIEy3OHGdwQJJooTpLJO5alZvyMyG1SHyJHTRGarun01NxH7WHpUxeQ+9z79rvVQWE4D1TVZV9HaKnd7lTEReK0UhCBlSeTYVdyOW1HvOg034IWnaDyQJLPwTAoS4xPmVxRgQk7h4pXLPFDEc2GRxN8GmpfRWAHFXBmlIQ0mPrF34Djd4FtIb3p3lFmNB5mB6zCVVRUFBIj0s3OqKIZUmW8LzQK+6KAqs9VfdYlcvXCJk8lWdT138cQBacJGGH9v3dZLWKkZ7R1ufeVQO99Ry3iZzRKJk8xGLi/sHfOGQTUoeK9EqDg5FEE1rVWE/cTWZY9XFx3wC5fOtgK21DbZhUlaVYoeq8kMfgL3ri3rkPlnjMKA/8O+jy5KbBJno9xnRV5eeALYoNf5ZfSYVDtB+ETCq/x1Mlq9wIiZmoqsqB7gMALMpcFJoY5sEY+d/h6E/cm5rEyL58S+iVOdqFX8tgC85iT8tKfQQk7h2H6fQ4nmfEZ2COZffzebIkQyTuDQMN9Nv7xYMrrxGTRpp3QEuUVfH8wWNMp5afxXGZuEvClIKkAhQUhlHpMpmgJsoMJWteBeB4mvDlkYl7qOhrgoPPsTNOrJho0maJJBAsy1qGgkLrUCsdwx3iQU0uf3Qz9DWHNB6t2l7pcJC4+BKwJoT0+LNhWdYyQCSUQyUnCWO/3uPQtD2ox93bLt6jKrsDm2aEFK0svphyp1gIOeapegcVVfXK5D1qj9ahVnpHezErZhamLwx+DPOkIFlUnZstZlFBsA8ZHFFwafZUOgsMMA3MSczBZrLhUl20ZJaJB9v2wUhfyGOZFZ0+xnSyv31epMen64aVmhcGSdmw+CJxf8f9BkVmEENd0CjMbTuLVzPoGMSkmChOCd20B4nEH2xmGzmJHk8Yrc89RD5FIcGTuNfHi7GwRvpMxFbivvUeUF3sSBJz9VbnrjY2HklUkWRNoiJN9MTqVfesSig5BVQ37HoopPHsbBVJ78owl8mDuGjPTcjFrbo5MFAverIBtt8X1OPuOyaqqMuchLUiISAkpFPuGXHWONzKiDPIvgvNO4W5mCVeV1Ec6hYLBuVp5RHRplSY5Km4W+NEn220yf98UVWa+xsAKDRADWFSTF6DOnUU0ksBFRq3hjyWWdFxRDemk/3t80eruh/oOuB9cM314nbXQ8KsLVY49jqgQs5S6jyTkAqSCrCZbcbGJZFMgt7ulJgqfBmadhgbUKBwuzyfRahXxfeP7HEPBS4HbLuHFrOZZsWFSTGxMnul0VFJoowJcnnwOuPuuD+kztRb64VUaa3LDBVnh+y4c2VZtqi67+3cC2tvFA/uegTsg0E75r4WIcVdnr0MLOGfSM6XrOUfIdXlQkWMLgwqWrV90YUQJ0Z8aVW0RRnhL5MHr1S+3azggOjuc+88SosinIDzc4xRo43tcz9JPBjufe6dh/UZ7rLiPn+0PvcxiXvlRkjOh6FOOPS8QZEZgEcmT+U5HO+TMnlJeKN/f+d42pCPRYlcvnknjPQwHJ9Gu70HwFDVS+wk7oeeh/5mdqZmA8IYySgrf0n0orVfaDJ1AJZdIcYbdRwKWfVo2DnMvv5aANYs2AiW8F+hH9PnXnY6ZJSDvR/2PhGU46lOO/tGOwFYtujyoBwj3FCWXEK5UyRnx46/EbwDud2wxzMGzkftEUmO8iASMavJihtos5iju8+94X2aLCIBLTDookS78Gvob4AST+JeH8bO8i4HdNfKGe4BZNKKu9kCqz4m7seKXF5V9fntVJ5NbV8tYGylTyKZDt0TJlnkWVGTuHtk8o2l6wBIsaWQFpdmWDixk7i//1cAdhSJ5GBVziojo5FEKZqz/N6OvahadT0+FZYJR+1QXXTs2fswTiDX6aL49P8MyTHni5a47+3cCyYTrL1BPLH1nqAcr3H/E/SaFGFMtyzK+9s14lOpSMgDoObYS8E7Tv0W6GsAWwpUna8/7DvDPRIwKSYKkkSfe5M1HrqPRe9YuIb3abGIUTfaBVioKUqZwlk+hEqlWdFdC24nXVah1pEV9/mjVdyP9h7F4dsjq8nlD78I/S0GRBZiumqEz4vZBgtO1SvuZWllxsYlkUyBPtLTswDM8S2GjUIOKFp/e55QChppTAexkrh3HvWM1FDYaRX/ZNnfLgkGizMXYzFZ6BntERefGvpM98dC8kW2beffAFiTkI+SVRH04wUCzaCutreWAfuAGAOkmMUs57b9AT/evv2PALDImoYtmt3kx1GRLxy7j3XuD15CpMnkl14K1ngAhhxDujw/Uiru4GNQ5/nRjtaq+0jDe3qvdr4B5nQwTiqft0L4I4z0CK+EcKTjMACd8cKFX/a4z5/CpEJSbCk43U6O9Pj8v2dXQcnJwi9m54PGBRgqNJl86SlgS5IVd0nYo3uU2HtEa4trVFy/RTKOYTj+LgANqcJ8T1ugMIrYSNw/EEnMyMKN7PeMQZKJuyQY2Mw2vX93jFy+7AxIK4HRXjjwTHCDOL6F7YNi0WDtkg8H91gBJCshi/ykfFRU9nfth5Q8r5twoKvujhH2te0AYFmMqW/KKy8AoMY9Aq1BGK/kcsK+J8X96o/oDx/pOYKKSlZ8FtkJ2YE/bpDQDeqyysQD0djnbh+kuVMYByZaEki1pRoShl6xGWgU7T2Fa8QT4SqX7xSJe5dVtCLJivv8URSFJZmTyOXBW3WPpcS94mzcqpv6/npA9rhLwhctcW8ebEYtO1086DF1i1iOvysWIFKLqHeJopusuAcbx4guT967eCNO1UlOQo5+MSaRBBpfubyOyeSd6f7+XUGVfrpe+X/siBfSzbVl5wbtOMFgTJ87+JjUPRhYpcLhF9krVMEsKz0rcPuNACo8Boq1VisurQ89kBx6HgbbITELKs7UH460/nYNveKe6Elma98Uq/DRRNMOms0KAAVJhSiKYkgYWsW9Y7hDTD0oFj2FYVu18VTcuzzvl+xxDwxTJu5LLxMz3dv3Q3sIRloahcsBxzweJJXn0DbUxqhrFItiMayNRSKZifykfEyKiVHXKB0lQtkX8fPcPTJ5Ks6iYUBMXTF6HGP0J+77noThbkgrYXucFRDVdqMuTCTRj25Q1zGumrn2BiH9PP4O7H40OAc//i6HGt9i0GQi2ZJIVXpVcI4TJMb0uQMs3AipxeIzvP/pgB1H3f0I+2yiSrbcIAdtoyhMLsSmmLGbFJr2PxHYRSS3C175X3F/zSfAbNWfirT+dg294u4ahtQicI5E31i4hvdp0YzpPAsVRpAWl0aSVczJbRpo8jGoC1Nn+c4jqECXW4zqklL5wDBl4p6Q4V0M3P+vEEcVQho+EMasiVmQv1KXyRenFGMxWYyNTSKZAqvJSl6i8NBpzCkXDzZuhdF+A6OaJzJxNwCPKR0n3MjO9l0ArM5ZbVw8kqhHGwm3r3MfLrfL+0R6CZzxdXH/hf+Ckd7AH/zV/2Obp9q+Km8NZpM58McIIhMq7iazVx65LUBy+ZE+Gmteos9sxqpYIm5xY76YTWYWpJYBcGyoGVp2BW7nux6Gtn0QnwYbvjLmKX0UnAEzwueDZk7XPNgMCz0Klmjrc294nyaPMZ327zUCRVG8zvIDDd6RcG37YKTPsLimpOMwQ4rCiOoEpFQ+UGiJ+8Hug7hV99gnl3qMXvc9FeKoQogukz8LTCbdmK40Vfa3S8Ib3acEF2SUgeqCuneMDWquDHWJUXCAu+x0GvtFC6qUygeTlt1CYmeyoK7+BDvadwCyv10SXCrSKkiwJDDkHNJXynVOvQWyqmCwDV7+n8Ae+Pi7UPMK2+ITAFibuzaw+w8BmkFdXV8dfXbPhfqa6wEFat8IjKP3wefYaxZV5qrMRVh9qsKxQkXGQgBqrNbAjdtzjsIr/0/c3/BVUR3z4FbdHOoW0tZIq7jrUvmBZlQtcY+mPndVhYb3adYq7gYm7jDOoC4lD9JLARWathka1wSGu2GoQzf0S7AkyBGzAaI8rRybycagY1CMBvRlyaXCtLRlF3QdMybAYOMzvx3QTT1lf7sk3NGq0Q39DVB+hngwUsfCHXsdUCF3GW1mBbvbjkWx6KoCo4juxN1jSseSS6lTR+gZ7cFmsrE0c6mxcUmiGovJop9jE+Tylji45Bfi/vt3QdP2wB341Z+gAtuTxXzJSEzc0+PT9Qv3/Z0eJ/n0Em+lMxBV9z2Psi9OyOS1hYJYozxNyNiO2axi3nog5PIf/F2ML0opgJP+Y8xTjf2NDDmHsJlsETfOKD8xHwXxo91ZuBJMFjGqKVrGwvXWw0ArLVaxgGWkVB58EndPdUPvcw83uXyHcDzvTMkFZLU9kFhNVhZ6FhcnyOWTsqDsNHF/fxRW3Ye7vYtUFWcDPol7ikzcJeGNZjDaMNAA5Z62lkhN3H1l8p4FxILkAsPbVaI3cR/tF7JNgHU369X26uzqmKywSUKLJpfXe7V9qThLuG2rbnjmNtEXPF/q3oGaV2mwxdGu2rGYLHqvfaShJdO6XB7gBI9J3Y4HwGmf+86HuuDoy3rirknzY42KNDEisMYWBz11819AGu2H138u7p/5nzBuvJ5mTFeZXonVFFnfv1azlZxEMQam2dEPpevFE0deMjCqANIgEuJmm1DqGF1x1yo2TYNNngc8cvlwM6hrE99PXenCA0H2twcWbfF7QuIO0S2XP/a6uDbIXgxpYhFLT9zTZOIuCW8mrbi37BbXXpFGzSvituIsfaqD0TJ5iObEfc/jYB8QsuSy09nhGf20Kje2Rj9JjGFSZ3lfLvhfiEsVK+tb757/AV/7PwC2VYkVzuVZy4m3xM9/vwYwwaAOYNGFkJQr3MoPPTf3ne97EtXtZF+8SCxjteKuJ+5x8agwf7n8O7+DoQ7IrPR6EvgQqY7yGrpB3WCTV/2hyVkjnYYPcAMtJqG6MDpx13vcNYl0ieYs/35Qp3HMGk/vY2eaODdkxT2waN8VkyfulwEKNH4AvQ0Tn49kxsnknW6n/lmQFXdJuKMn7gMNkJwLOR6Fc+0bBkY1B7qOQXetUNgtONVrTGfwDHeI5sR9233i9sRPgaLoifuanDXGxSSJGbRq94GuAzhcjokbpOTDOd8R9zf/EAba5n4wT7Udk4Xt2cK8Zm1e5MnkNXS1gu+ih9kKa64T9+cz033P4zRYzPQpKlaTNeaM6TQWpC5AQaEPF10mE+x9cu5J0UA7vP0bcf+c74xxktfQLr4jrb9dw7fPnUohX6X2zfmpP8KFhvfpNJtwoGJSTLq6wCjG9LgD5K0Q0ziGu6HziIGRjcOTuHclCi8HOQousExbcU/Jh9JTxP0AThsxHFWdkLg3DzTjVJ3EmePISzK2t1YimQktsW0dbMXusvv0uUfYPHdN3l+8DuJS9MUzox3lIZoT944DYEmA1R+nd7SXo72iH1FW3CWhoCSlhBRbCna3ncM9hyffaN2noWCVcJff9L25H8xTbWf1dWztEQZgkdjfrqFdsDUMNNA76uO8v/YGcXv0Zeium/2O+5qg9k19DNyijNg0pgOIt8Tr84BrElJEb3rjHM2/3vilUDcVrIZlV0y6yaEujzFdhFbctSp002CTSCQTs8W/uSHM+q5ni3MUmnfS7HGUz03MNbyVQUvc++x99Nv7wWKDQs+Ce32YyOVdTmgVC4tdcaLFQErlA8uijEUoKLQPt9Mx3DFxg2iUy3fVQM9xMave08df1y9+60pSSjAp0XvJLokOMuMzSbAkoKKKkZ6Rmrj79LeDVwEmpfLBpvoqSMhgl2cM3ILUBVLOJgkJiqLoku8JBnUaJjNccgegwM5/zm02tE+1vevkz+gu9pE88jAtLo0yz7iyLc1bvE9kVnh+BFTY/o/Z73jvE4DKPs980ViVyWvoBnXFK8UDex+f/U666+ADz8jNc78Ppok/KX32Pr1feVFGZI2C09Ck8s2DzeLfqM2S1nrgIpWW3eCy05SYDhgvkwdItCbqv9N61V0zqAuXPvfOw+AcBlsynXIUXFBItCbqLuraKMkxLL1M3B5/B/pbQxhZENGq7aWngC0JkI7ykshCUZSxcvmyDaCYoOOQKJ5EAm431Hgq7lriHiYz3CHaE/d1nwLQjelW5chquyR0aHL5SQ3qNIpPgBNvEvef/drspbev/kTcrrme7aNCbr8wfSHp8emzjDa8OLNYJEav1r869om1HpO67f8QVa/ZsPtRAPYmpwMycdf63I9liArnnOTyr/4ENDmcxwF5PFq1vSCpgLS4tLmGayhjpPLg/bcejfDE3aMYaMkULTb5SflGRqMzwVm+xGNQFy7O8h6ZPPkr6BrtBmTiHgym7XNPL4GiEwAVDkSJXF6XyXu/S7XEXc5wl0QKurN8fwMkpAtlKcCxCOlzb90Nw11gS4aiExh0DNI1Isz1ZI97MMmrhkIhF97ZJn5k5fx2SSjRDOqmrLhrbPyekN62H4B3f+f/AereFn04Jguc/jW2tQqp85rcyPdxOLtUXLi83vg6TrdPgr70MkjIhP6m2bl6d9VA0zZUxcR+h5Dfx6qjvIZuUKe4xQ9UXwM0fOD/Dlr3wc4Hxf1zfwCKMulmujFdhPa3wzhzOvBeWDdtE73XkYrmKJ8skk7t32k0ukGdp8qhO8u37YORPoOi8qFZqPgoWEXXsLigkz3ugWdJ5hJgisQdoksu77R75cSVG/WHj/cdB9BVaBJJuDPGWR4iTy6vyeTLNoDZqv87MuIySLYlGxeXh+hN3NfcAIqC0+1kV4f4kY1k+bAk8tBM1o72HGXYOTz1hgkZcP7/iPuv/Uz0uPnDq57e9jXXQ3op29vESK9INqbTWJWzivS4dHpHe/V/FwCWOFj1cXF/273+73DPYwA0lJ1Kn6NfzAlOXxjAiCMPXSrfXweLLxYPzkYu//KPAVVcPBedMOVmmsx1UWZkyuQB3Q+g397PgH0A0oohe5EY2xQpVYTJ8CTuTRbPDPcwkMrDJAZ1KXmQvgBQhZO40egV95V6JUb2uAeeaQ3qAJZ5EvfaN2GwM0RRBYmG94RvRmI25K/UH9ba30pTZMVdEhmMmeUOPon7a+E1GWQqpuhvDweZPERz4r78cgAOdR9i2DlMijWFyvRKg4OSxBJ5iXlkJ2TjUl1TX3horPoYLDgNHEPw3Lem3k5VobdRzDM/9powsTn9aww5htjfuR+IbGM6DYvJwhnF4st+glxem+l+6Hnob/Fvh7tF4r63dDUQ28Z0GlrFvXmwmaElWuL+pH/zVo+/Cwf/DYpZKEamIRoq7onWRF3mr1fdNbl8pPa597d6FgkVWtwjgLclwGiKUsYl7hA+cnm3G1pEMcCZV03PaA8gpfLBQJPK1/XVMeQYmrhBZgXkrwDVBQefDXF0AebIZnFbeY7uFWJ32YWvBrLHXRI5TKi4l64X16q99dB9zMDI/MAxIryjYGJ/exjI5CGaE3ePsYc2Bm5l7krpyCkJKYqi+C+XVxS45JdC9n7wWdjzODTtEH3Zr/wEHv0U/PF0+H9FcMcyePLz4nWeavvujt04VSd5iXlhUzWbL2eXiMTolfpXUH1XaXMWQ8kp4mLNH5O61r3Qvh/MNvYlCJlTrPe3A6THp+vJxrHsMohLEy0Iv1wMj94sZG2TrY6rKrz0A3F/zXWQPfVIPafbyZFuMcIrUh3lNbTPld7nXhnhfe5a5Tp3Kc3Dwh8jbHvcAUpOFrdGG9R1H4PRPjDH0ZOai4qKgkJ6XLqxcUUh2QnZ5CTkoKJyqPvQ5BstE0WaiJfLH/Uk7gu9MvmG/gbcqptESyLZCdkGBSaRzA5fczpVVUU+phmMhrtcvuE9YTyanAc5olWnvr8ekBX3kKEZ00mZvMQINLn8jIk7QO5SWP8lcf/Rm+DPZ8JjN4txb3seE1Uex6CocmZWiguWs/8LgG1tor99bd5alCl6jSONUwtPxWayUd9fT01vzdgntar7tntFBWw6PDJ5Fp7Hvj4xFjLW+9s1tL7JY4ON8NH7hImMyw57HoV7LoPfrIU37xjr2nx4k3BytsTDmdOoQxCVMrvbToIlISzGqMyHMSPhQPS/mSwikeuuNS6wueKRyQ8VrdbHLoZLj7tW2WgabPIu2mkXfvXvz/yZDyaeajt5y+i0i377jPgMzCazcTFFMdMa1AEs9STuNa/CcE9IYgo4A+3e9gvP/HYY6ygfLb/rkuhHW3gddAzqiqSI6XP3lcl7PnPhNAoOYiBxl8Z0EiPxy1nelzO/CVmeCmZitpAYrbkezv0hfOwB+OL78N8tcMs2uOZeSM4F0I3pokEmr5FoTeTkAlFle6V+XFVz2eUQlwo9dXDvh+Cxz8Bz/yn6/rf8CXY9LBLMhg/0xF2t/jD7OveJl8uKOwAV6R6Dup4aMeLsP16Hz74GJ34KbCnC1O+lHwiVx4PXifd08w/Fi0/6LKQVTbt/vb89Y1HEK560PndNukpcijeZjMSqu8eIsDlHfN+kWFPCwngHxCKJgsKwc5jOEU/vcl41WBNhtFeMFjIKLcEqWKXHJmXywWPGPvecRaIy5naI9qlIRGu3yV+h/6YDHO8XfjfSUV4SScSZ48hNFOfxpAZ14dznPq6/HcJrFByAxegAgknrYCtNg02YFBMrslcYHY4kBtEqu3V9dfTZ+0i1pU7/AlsSfP5t0euekO7XMZxuJzvbxcVkNBjT+XJ26dm80fgGr9S/wqdXfNr7hC1JLGi8+3uo9cMczJpEQ+EK+rdJYzpf9JFwvT59Z4WrxZ/z/wf2PgFb7xHysQPPiD8gZPUbvjrj/g90i4vtSO5v15gglQfR5378HTHGSRvrGAm4nNAoFvua08S/Kz85PGTyAFazlbykPFoGW2gcaBQyYbNFmCDWvgH1WyB3iTHB+STu0pgu+MxYcQexkPvaASGXX/WxEEUWQPT+9o1jHtaM6WR/uyTSKE4upm2ojYaBBlbkrBCL3JYEGGyHtv2QF4bFk+FuaPKYIZeLkcQut0v3WpEV9xCgJTOLMhaRZE0yOBpJLJIRn6HLhvZ2+Fl1t9j8TtpBmH9pBozRlpBq89x3t++mY7hj7JPn/gCufQQu/51IMk//GpxwEyy7Qnzp5q+EtFKIT4fTbmFvv0hOF2csjnljOg3dWd43cdfQFkc+vQk+/w6c/HnxXgKc+Q1InLnKqM1wj/T+dvBW3HWpPHj73I+9Dm6XAVHNkfb9ou0mLpVms5B4h4tMXmPSPndN4WBUn7uqTj4KTlbcg4ZWcT/cfRiH2zHFRh53+SMvwWh/iCILEG63d377wrGJuzYKTibukkhjgkGdxQYL1ov74SqXr31TTIrJXqSrCVuHWnG6nVhNVnIScgwOUBDVFXdtjNSqnFUGRyKJZaqzq2kcaGRv517WF64P+P41mfzq3NURL0ceT25iLtVZ1ezp3MNr9a9x1aKrvE9a4mDR+X7va9/W2wEpk/dFq7jX9dfhdDuxmKb4SchbBhf9n1gs6T6mm7bMhOYovygjckfBaWiJ7ZiKe+FaoT4Y6RFmksVTj8ULKzz97RStpXlITGYIF2M6jaLkIra2bh3nLO8xqDPKWb6vCYY6hM9I7nK6WoTaJytBVtyDRXFKMUnWJAYdg9T21lKVMYkZZt5y4TDfVQOHX4TqqyZuE6607oHBNrAmCdNVH7QedzkKThJp+BrU6ZSfIRapjr0Op3zOoMimQZPJe6rt4F14KEouChsfk+i6yh+HVnFfk7vG4EgksYzfzvJzJJrmt0/G2aVed/n5sK9D9rePJz8pnwRLAk63U3dOnRZrvDBR9MMoqXO4k47hDhSUqEjctcS2fbgdu8suHjRboPx0cb/mZYMimwNa4lu8Tu/ZD7dpFJpB3ZjEXau4dxz0b2xhoNFk8jlLwBove9xDgEkx6a02U8rlFSVy3eU1N/ny00VV0sOwc5jWIWEKqpmISiSRgj7LvX9c4g6ish2OCrVJ+tvDzVEeojhxH3GO6HOtpTGdxEhm5Sw/S1RVZWvrViC6jOl8OavkLADebX538lm+fqCqKvu6ROKu/X9IxEWx7iw/mVx+HmjV9tLUUhKtiQHdtxFkxmcSb44HoGWwxfuEPhbu1dAHNVcawj9x12a5j6nYJGWJiRoAjVtDH1SLVyYP6D3uMnEPLksyhcJnf9f+qTfS5PKHN4F9br8ThjBFf7smk0+1pZKutShJJBGC1g8+JnEvWC0UaqO90LzDkLimpKceOo+AYhITYzyE2wx3iOLEfX/Xfpyqk5yEnLDr3ZPEFsuylqGg0DrUOrFPe54c7z9O10gXVpM1ahPSqvQqipKLGHWN8k7zO3PaR0N/A/32fmwmG5XplQGOMLLR+twnjNybJ76O8tGAoih61V13lgdhUAfCMG10wIDIZslQF3QeFveLTtQXIbQe/nBh0h538JHLbwlxRPgY060EkD3uIUJL3LXvlEkpXCM8TRyD3ip2uDM6AMffFffH9bdrMnlZbZdEIlqFumWoBYfL401hMnuT4nDrc9cmUhSdMMZjSlt4kBX3ELC7fTcgqu1y/qXESJKsSXovcaCr7lp/+4rsFcSZ4wK673BBURTOLhHJ0av1r85pH9o4vkUZi7CapDGdL9Ma1M0DreIeDY7yGrpB3YCPQV1mBaSXinFUdW8bFNks8LjJk1mBKyGd1kEhxw3HHncQ6gaXr6yyRJvnboBBnY+jPHgr7rLHPbj4VtzVqUZJKQos81TdI0UuX/um+N5IXyC+R3yQo+AkkUxWfBbx5njcqnvsQne4znP3jA1m2RVjHtak8uHiKA/RnLh3iMRdGtNJwoFgyeW3tYmL8Gj3cdAS99cbXh97Ee8ncn771Ew6Ei4AaNWxaHCU19BHwvleiCiKt+peMz8fhpDgI5NvH27HqTqxKJawcczVyE3MxWqy4lSdeq8v4K24N24NbZ/kYAf0ear/+StQVVX2uIeIyvRKLIqFfnv/2M/eeDS5/KHnwTkamuDmg6YMWLhxgm+IbkwnE3dJBKIoykRnefAm7nXvgNNuQGST0NsgxroCLL9yzFPhNsMdojlx96m4SyRGU53tMajrDGziHu3GdBpr8taQYkuha6SLXR27Zv16LXGP1naC+aAl7jW9NVNXs2aJ3WWntrcWiIGKO/j0uUdW4q7J5POS8sLGMVfDpJj093uMQV3OErClgH0A2vaFLiCt2p61EOJSGHIOMeoSyaFM3IOLzextcZq2z714HaQUwGif12gqnJmivx2kVF4S+egGdb4+JblLISkHnMPe3yKj2fuEuC09VR8DB9Bn76N3tBeQPe4hocfeg81kY1mmrLBJjEdzlt/bsTdgyVHHcAd1fXUoKFGvLLGarJxRLFZqZ+sur6qqrLhPQ2lqKSbFxKBjkLahtoDs82jPUZyqkxRbSthJsOfDpBV38IyPUcR89L6miS8MF9xuaPxA3C9epy9AhOv/keZPM6ZiYzJ7x+6FUi6vJe75Y/vbEywJUWG+GO741eduMsHSy8T9cJfLd9dC11EwWbxVSB9kxV0S6UxacVcU7/keLotrmky++sNjHtbizorPCqvv+KhN3EFUOa1m2c8qMZ7FmYuxmCz0jPaMrR7NA63avjBjIWlxaQHZZzijucu/cnx2iXt9fz39DmlMNxU2s03v3zrWFxi5vDa2aUnmkqjyGNES9wkV98RMKFwt7ofLxchkdB6BkV6wJEDe8rB1lNfQnOUnfGfqBnUGJO6e/nYpkw8tfjnLg1cuf/BZ0EyxwhGt2l58EsSnjnmq396v+ycsSFkQ6sgkkoAw6Sx3gIXnidu9j0OACllzpvMoNG0XbvLj+tvD0ZgOojxxX5Ub3VVISeRgM9t0d+1AyeU1Y7poHQM3ng2FG7CYLNT21c6qH1urti/OXCyN6aZAd5bvCYyz/KHuQ0B0yeTBK5VvGWrBrbrHPll5jrgNZ7m8Jk0sXANma/gn7slTJO7FJ4nbhhAm7uNGwWkTQrLipTFdKNAS9ylnuWssOFVIcYe7w/uzePRlcbvwnAlPaaPgsuKzSLYlhzIqiSRgTDrLHWDppWBNFAvJRoz19GXv4+K2/ExIHuvzEo797RDlifvqnNXcufkwd2w6ZHQoEskYufxcuGPTIe7cfFj/u2ZMtzZ3bUyc58m2ZE7KFxfsM7nL+75X42XysfBe+Yv2Pk3mLD+f90lzlI+WUXAg3quH3+3DrJhxup1jRjveufkwj3RXib/UvGp8FWEq9P72EwGv5L8gOTwTd+3Cb2LiLuKnq0aYxgWbkV5xLNATd19/AElwuWPTIV7dbQHE+94z0qM/N+F7ymSG5R7J6+5HQhjlLHA5oOY1cX+a/vYFqbLaLolctIS3vr9+bItoXAosuVTc3/mgAZH5sMeTuFdfNeGpcHSUhyhP3N8/kMLtmw5hNkWPVFMSuWgGde+1vDenPnezSeF2T6I16BjUKw87DmfEzHmuyeVnStx93yttFNyyrGXcuflwzLxX/qC9TzWNSYA3cZ/P+6SqalQ6yptNCr966SgJpgzAK5fX3qu2tJWiijDYBq1zW5wLOg3e/nYgciru42e5J6QLkzoIjVy+RZjdklYi2iLwJu7h+t5FE2aTwm83N5JiFoskB7rFb9+U31MrrxG3B54F+2AoQ/WPhvfB3g+JWVCwesLTsr9dEg1oCrUBxwB99r6xT676mLjd86hx7vKt+4TBqckqVADj0KXyYWRMB1GcuKeY8/nDy23cdt4ibtlYZXQ4EgkbijZgM9nY17mPNxrfmPXrb9lYxW3nLeL2TYf40YvP4VbdJJtz+PMrXTFznmtj4Xa079B7ACfD+14dZEeraE3YeSSZ2zcdipn3yh+09+nf24Tsu6a3Rr8Ynuv71DrUSp9dVKajyVNAe696+oV0tXmwecx79cXzlsOC08TG4TgWbrgb2jwLCp7EvWUgvJNPrce9bbhNd3DX8fwbQiKXbx4rkwfvoke4GvtFE9pnr6s7GxAGddN+TxWdABll4BiEg8+FPuCZ0PrbK84WhnrjqOuXFXdJ5JNgSdDHjE6Qy1ecBcn54nfp8IuhDw68MvmF50JCxoSnZY97iOnqypMX6JKwIicxh48v+TgAd267c2KPrB9oFzBP7H8TgO6uopg6z/OT8lmauRS36ub1hten3faWjVXceKYNuzqE6rZwz2sjMfVe+cstG6v4wmnrAWgfbuf2zbvm9T693yLk2OVp5cSZ4wIWZzhwy8YqlmSLi+nbHntlYuIQzmPhal4D1Q3ZiyG1gH57P/2OfiB8E/eMuAwSLAnAJIaAoTSoG2dMB8LnAML3vYs2btlYxSnFwtH/py9vnn5xUVFgxdXifjjK5X3nt0+C1uMuE3dJpKPL5Qfqxz5hMsNKz2d0lwFyeVX1cZOfKJN3uB364qyUyoeK0QXyAl0Sdty84maSrEkc7D7IC7UvzGkfnz6jCFu66G9npCLmznOt6j6du7yqqjx++HFe7P4+AK7hUmxma8y9V/7y9fNWozrEZIL4lKPzep8ePCh+hM9fcH5AYgs3zq4UfftuSzc2s2nse1XhSdzr3gbHiAHRTcO4ZEG7KEmLSwurUTe+KIqiy+UnJu4eg7rGbcF3Dx83Cg68agVZcQ8dn1q3QdyJa5z42RuPlrgfeQkGO4MfnL8MdkLTDnG/cqIxnaqq1PbVAlCaIqXykshmSoM6gFWikMXB52FoagVlUGjeIXxLLAmw+KIJT7cMtuBSXcSZ48hOyA5tbDMQtYm7faBsjJGXRBIOZMRncOPyGwH47fbf4nDP/oLzs0//H4q1G9WRzkj3qpg7z7U+93ea32HEOTE5ah5o5nMvfY7vv/19BhwDuIZKcbVdjd3ljrn3yl/u3HwYe6+YTmBKf33O79Oejj3sat+FxWTh6sVXBzLEsGF/vRkAs7V34jmVu1TI/5zDUL/FoAgnQVW98lyPGVak9GhPaVCXVQXx6eK9bg3MpI5JsQ9Bh2d2uKfi7nA7aB9uB2TiHkre2icUPCZbO3b3yPTfUzmLxUKL2wn7ngxNgP5Q8wqgQl41pEw8d3pGe+i3CyWM7HGXRDqTznLXyFsOeSvA7fDK1kOFVm1ffCHETZzcoBnTFSUXYVLCK1UOr2gCyBc3nKybU0kk4cQNy24gMz6T4/3HefLIk7N67Q+ef4kdff8C4Dfn/4jbzl0Rc+f5kswl5CflM+wcZkuzNzlSVZVHDz3KlU9dydtNb2PGxkjrxXy26pcc+sH1uj9ALL1X/qD1in5qxXVYTBbMiXX86o2X5vQ+PbD/AQAuKrso7FapA8Gdmw/z4i7Ra720xDXxnFIU0bsH3nFP4UD7QehrBHOcGJeFWOCC8E88tT73CbOATSZvn3sw5fJt+0SLQVKunmi1D7WjomI1WeUc9xBx5+bD/OnldhJM6SiKynWnW2f+PtdM6nY/Gpog/UFfQJtYbQevMV1eYp7eJiKRRCpTznLX0Ezqdj4UoogAtxv2PCHuTyKTB+9CQ7jJ5CGKE/fPnVUpL9QlYUmSNYlPr/g0AH/c8cdJq8aT8euXDvLwsV+hKG7OKTmHs0vPHmNYFyvnuaIonFV8FgCv1Au5fNNAE/+x6T/44Ts/ZNAxSJ5tMb1Hv8yXT/g0XzlXuE/H4ns1E74GT986/2QuLr8YgBXLdsz6feoY7uC5WmEEde3Sa4MSr5Fo79UN61YDIvGd9JzSLsjDyaBOk8mXnQY2IYtvGhTS88KkQqOi8ospneXBK5cPZuLevEPcFqwUCzN42wzyEvPCrhoTjXi/pxaztmA5ACsrBmf+Pl/+YUCB429Dz/HQBTwVquozv33y/nYtcS9LLQtRUBJJ8JhWKg+ipUUxCZPRzqOhCarhPehrAFsKLDxv8k3CdIY7RHHiDt4LdZc7TGfqSmKWaxZfQ35SPm3DbTx4wD9jjv0DL2FOrCPBksC3T/62/ngsnudan/ur9a/y8MGHufJfV/JO8zvEmeP4xonf4KKsH/PVM0+b0AMZi+/VdLjc6hiDpxuW3QBA7ci7fObs9Fm9T48cegSn28nKnJX66MNoQnuvvr5RmKL1O/rpt/dPPKe0invzrvDprR0nk4fwHwWnoSfu46XyEKLEfRJjOq3NIDm837towfd7amnmUgD2d+2f+fs8rQjKPH3xmjTWSFr3wkCLGBtZun7STeQoOEk0oSW+LYMtk7eGpuR5F7t3hajqrilwll4K1vhJNwnXUXAAFqMDCDbSjEoSjsSZ4/jCqi/wvbe/x1177uKqRVeRYkuZcvvO4U52DwsZ8hdXf3GCvDXWzvN1+etIsibROdLJj9/9MQBrctfwo1N/RFlaGSyf+rWx9l5Nx1fPWzTm74szF3NKwSm82/wutsy3+eq6b/i1H4fLwcMHHwbguiXXBTzOcMD3vUq1pdJn76NlsIUUW8rYcyolD3KXi9Frx16dUooXMhzDUPeWuO9T5dOSz/zkMJfKT5e4F50gqjW9x6G/ZdKe4Xkz3Si4xPB+76IF38+eb+IOfnyfr7gaat+AXY/Ahq8GLUa/0JUvG8Ay+cQNLXGXjvKSaCA7IZs4cxyjrlFaBlsml56v+rgwkdz5TzjzW5OOSAwYLh/Pi2l+m6VUXiKRTOCyyssoTyund7SXe/beM+22v/zgl/TZ+1iSuYTrlkZnYjQbrGYrZxSdAUC8OZ7/XPef/P2Cv4ukXTIvtKr7Y4cf002SZuLFuhfpGO4gJyGH8xZMLj2LJrQqtZbATSCcxsLVvQXOEUgphJwl+sOaS3u4S+W1ik3PaA+DjsGxT8aliEUSCE7V3WkXPe4wacU93P0BohEtcT/cfdg/c9dlHwKTVSykte4NcnQzMInyZTzH++UoOEn0YFJM+uLrlHL5xRcL2XrPcah/N7gB1b4Bg+1ibrumjhuHqqq6OZ2UykskEh2LycKXVn8JgHv33Uvn8OSy2i3NW3i65mkUFL53yvewmKJeKOMX3zzpm9yy5hYe/dCjXL/seswms9EhRQWnFZ1GRVoFg45BHj/sn9OrZkp3zeJrsJqtwQwvLNASdy2Bm4A2Fu7IZmGEYyRHtJ7ac/QebV9X9HCXyidZk0iPSwemuPAr0QzqguDi334AXHaIT4N0byLVOtgKyMTdCIpTikmxpuBwO6jpqZn5BQkZUOUZTWmkSaG+MQ8AAEbLSURBVJ19EI6/I+5P0d+uqqqUykuijhkN6myJsOxycX9nkGe6ay0zyy6HKa5Vekd7GXAMAF7FVzghE3eJxEDOW3Aey7KWMewc5q7dd0143u6y8z/v/g8gkqIVOStCHWLYkp2QzWdWfkZWJgKMSTHxiWWfAOD+/ffjdDun3X53+252dezCarLykUUfCUWIhqMlbFNW3Ms2QFwq9DcZPxZOn99+rv5Q+1A7btWNxWQhKyHLoMD8Z1q5fLGnz73h/cAfuMUjk8/3GtOBj1ReJu4hR1EUFmcuBrxy+RlZ6RlNuftR4xbSat8Si0BppZC1cNJN2ofbGXYOY1JMlCSHn0RXIpkLMxrUgdddfu+Tor0rGDjtsP8pcX86mbxngSE3IZd4y+Q98EYiE3eJxEAUReHWNbcC8NDBh3T5qsZf9/yV2r5ashOyuWXtLUaEKIlBLq24lMz4TJoHm3np+EvTbvvAAc8IuPLoHAE3GZop2ZSJuzUellwq7u8xsMrX2yCqxoppjCzQt0c7ElzR/TKoa9oOztHAHngSYzqAliGPOV2YqxWilaVZnj73Tj8T90UXCilu73HhKG0E+gLaOWMWgXzRqu2FSYUxoVySxAbTznLXWHAapJXAaC8cfC44gRx9GUZ6ITlPHG8KdGO6MJTJg0zcJRLDWV+4nnX563C4Hfxh5x/0x+v66rhrl6jCf3PdN0m1pRoVoiTGiLfE89HFHwXg3r33oqqTuzZ3DHfwfO3zAFy7JPpGwE2F3uM+MEXiDrDCs6K/90lhiGMEWk9t0QlCMuxB729PDu/+dg19lvtkF36ZFZCYJaqZmpFcoJgkcR9yDNE72gvIirtRaH3uB7oO+PcCawIsvUzc3/VwkKKaBpcT9j8t7vsoX8ZzvE/2t0uiD73iPpVUHoQh3cprxP1guctrMvnlV8I0rZXh3N8OMnGXSAxHURRuXSuq7k8dfYqanhpUVeV/3v0f7G47pxaeyoVlFxocpSTWuGbxNdhMNnZ37GZH+45Jt3nkoBgBtypnFcuzp7HyjzJm7HEHKD9TJJRDHXDstRBFNo6jk5thRZq5mubsO+mFn6JAiRjRF9BqqtsFLXvEfV9jOk+1PdmaPO0kEEnw8E3c3aqf0vcVnjaevU+Ayw9Tu0By6Dnoa4TE7CnnRgPU9tUCsr9dEl34VXEHWOmRyx/eBAPtgQ3CPgQH/y3uzzDpJZxnuINM3CWSsGBVzirOKjkLt+rmtzt+y7+P/VuM5DLZ+M7J30GZQlonkQSL7IRsLq0Ucu9799474XmHy8FDB8XKeKxNOtAS99ahVlxu1+Qbma2w7Apxf49/Jn8BxeWEmlfF/XFVvkiZ4a5RmiISGa0iOYHiIBjUdR4Fx6CYue3Tkxxpix7RSFlaGXHmOIacQ1OfE+MpPxOScmC4K/TTHt77s7hde8OUc6MBanqF2V5FWkUoopJIQoLW6tRn79PVSpOSswgK14LqCnyL2eEXwT4gPCa034spCOcZ7iATd4kkbLhlzS0oKGyq28T/bvlfAD678rOUpEqTGokxfGKpMKnbfHwz9X31Y557oe4FOkc6yU3I5dwFU8s/o5HshGwsigWX6tLd2SdFW9nf/3Tg+69nonGr6OeLT4eitWOeahqMLKm8VnFvHGicfKFEq7jXvwdTtHXMGk0mn79ijKxSS9zzkvICcxzJrLGYLCzOmKVBndni/TzuDqFcvv0gHHtd+Eyc+KlpN9Vc8mXiLokmEq2JZMULE9RJfUp8WfVxcRtod3lNJl995ZQeExqaVD4cZ7iDTNwlkrChKqOKSyouAaDf3k95Wjk3Vd9kcFSSWGZhxkJOKzoNFZX7D9w/5rl/7v8n4BkBZ4otIyWzyawnbtPK5UvXQ2qRMNw5Mr3JX8DRZPIVZ03o52sZiKyqcV5iHlaTFYfbQetQ68QNCteAyQL9zcKQLxA07xC3+SvHPKz9f0eKWiFaWZK5BJhF4g6wwuMuf+BZMZ4tFLz3F3G7+GJInzoRGHGO6ElNRbpM3CXRhd9y+eqrxHd58w5om8VnezpG+kTFXdv/NDhcDv07XkrlJRLJjHxh9Rf0Oe3fPeW72Mw2gyOSxDo3LLsBgMcPP06fvQ+AXe27Ym4E3HhmHAkHwnBn+ZXifqhnSGvGdONmRquqGnFSebPJrMstj/dPIo22JUJetbgfqD53bRTcOEd5X0d+iXHM2lkehEljRjk4huDAv4MUmQ8jfbBTLHBy0mem3bSurw4VlRRbil6dlEiihRlnuWskZUHV+eJ+oKruB54F5whkVU1YiB1P02ATKioJloSw/RzKxF0iCSNKUkr4y3l/4fcbf8+6/On7cCSSULC+YD0L0xcy7Bzm0UMi+fQdARcJc8CDge4sP13iDt4V/oPPwehAkKPyMNQFTdvE/XHGdH32PoacQ0DkJO7gNezSZIwT8JXLzxdVnXoUnFZxT46c9y4a8TWom2rqxQQUxVt13/1IkCLzYddDoq82e5HosZ8G3/526WkjiTb8muWuoc103/2IMAmdDz31sOm74v6Kq/2WyRclF4Xt51Am7hJJmHFi/omcXny60WFIJICYeqBV3e/ffz/NA828UPsCANcujZ0RcOPxayQcCBl3ZgU4h+HQ8yGIDGFKp7ohZymkFY15SltoyIzPJN4ytVFWuKH1G473WvBu4Jnnfvyd+R+sp074A5iskLNkzFO6OZ2suBvKwoyFWBQLPaM907erjEdL3I9uhsHO4AQHYvFHk8mv+8yMCYM0ppNEM35L5QEWXQjxaWISQ+0bcz+ofRAe/DgMtkPeClj/xRlfosUXrv3tIBN3iUQikczAJRWXkBWfRdtQG7e+citOt5PVOatZnhU7I+DGo0nlZ0waFMXHFCtEcvkpZPLgXWiIlP52DT1xn6riXrbB0xu5E+rmmbxr8+DzloHF266kqqp0lQ8T4sxxei/4rPrccxYJFYXbCfueCFJ0CEO6joNgS/ZWEKdBGtNJohm/ZrlrWOJg+YfF/W33ze2Abjc88Tlo2S3GMH78AYhLnvFluqN8mPa3g0zcJRKJRDIDNrONjy8Rbq/aRXKsjYAbj99SeYBqjw/AkZdguDuIUSEqffr89nMmPB1p/e0a+ki4yXrcAVLyYbXnnHzt/+Z3sIb3xe04mXzvaC8jrhFAusqHA5pcflaJO/jI5YO4kKaNgFv1MYhPnXFzveIujekkUYiWCDcPNON0O2d+gfZdvudR2PQ9kYjPhtf+D/Y/JVRTH7sf0kv9epm2MByuo+BAJu4SiUQi8YNrFl9DnDkOgNyEXDYumFjNjSVmlbjnLhHmaW6HGA0XTNr2C3d1SwIsOG3C05GauPtW3KfsaT79a6LqXvMqHH93bgca7ICtd4v7FWeNecq3zUD7LEiMQzOoO9B5YHYvrL4KUERbRXdd4APrqYeDHvO7ddOb0gE43U7q+kQcsuIuiUZyE3Oxmqw4Vefkk0HGU7IONn5P3H/r1/D4Z/wfqbrnMXjtp+L+Zb+G0lP8jlNTBEipvEQikUgimoz4DN1B/hPLPhFzI+DGo0ml++x9DDr8GC1V7ZH+afNkg4VWbS87DawTe9gjNXEvSi7CpJgYdg7TOTJFb3LGAljt8V14dY5V99d+CqN9wn142ZVjnpKj4MILreK+r2vf7F6YWgjlHh+Z138e4KiArX8XHhPlZ4hFuxloHGjE4XYQb46nMLkw8PFIJAZjUkz6ZBC/+txBLMRe8UexGLvnUfjHVTDcM/1rGrfBk18Q99d/Cdb4rwxUVVVK5SUSiUQSPXztxK9x30X3cePyG40OxXCSbcmk2FIAPwzqwNvnfux16Pej4jBXtHnxlZMrIvTEPcJc0a1mq54wH++bQi4PPlX3V+D4ltkdpOMwfPA3cf+C/xXj/HxoGZL97eHE4szFKCi0DbXROTxLo7mz/1vcbr8Pat8MXFDOUdh6j7jvR7UdvP3tZWllmBR5WS6JTmZlUKex+uNw3SNgSxFGdX+7UChaJqOvGR68Vox+W3genPejWcXXNdLFkHMIBUVfZAhH5DeERCKRSPzCarKyOnd12I5JCTWzkstnlEHRiaISt+/J4ARkH/Ias01iTAfeRYbCpMir7M1oUAfifdaq7rPtdd/0fWFatugiUS0dhz7DXSbuYUGSNYkFqQsAMRZuVpSeAifcJO4//RX/ZbgzsfdJGOqA1CJYfLFfL9H628vTygMTg0QShszKoM6XynPgU89BSgG074e/nidM53xxDMND14k2sezF8JG/gsk8q8NoceUl5WEz22bY2jhk4i6RSCQSyRyYVeIOsMJjUhcsuXzdW+AahdRiMTt6HHaXnfbhdiAyk88ZDeo0tKr70Zf9r7rXvgkHnwXFPGWlRkrlw48lmUKKPmuDOoBzfwDJedB5GN64PTABaaZ0J34KzBa/XiJHwUligTlV3DXyV8DNm8SI0/5m+NtF4vsdhCHrU7dA41ZIyICP/1OMk5slukw+jI3pQCbuEolEIpHMCb9HwmksuwJQoH4L9MyQfM4F3zFwk6giNFMgm8lGZnxm4I8fZGac5a6RUQarxBQEv6rubje88F/i/ok3iZFhk6D9P0tH+fBBN6ibbcUdICEdLvKYWL3xS2g/OL9gGrdB4wdgtsFa/9uJjvUeA2TiLolu5pW4A6SXwKeeh7LTwd4P918NO/4Jb94Bux8Wi65X3wNZlXPave4oH8b97SATd4lEIpFI5sSsK+6pBWLeOMCexwMfkNbfPoVMXq8YJxdEZLtDSaofUnkN36p7/XvTb7v7ETH/3ZYCZ35rys1kxT380CvunXOouINYTKu6QEx8ePorsx875cv7d4nb5VdCco5fL1FVVVbcJTHBnKXyviSkw/WPCc8YtxOe/Bxs/qF47uKfQcWZc961tqAQzo7yEOTEvauri+uuu47U1FTS09O5+eabGRgYmPY1Z511FoqijPnzuc99LphhSiQSiUQyazQHaL8Td/CRywd4hnTPcSH5VcxQPvnFS9NAExC5iad2QTWjVB4gs1zM0IbpHeYdw7DZI40//bYpEy6X20XbUBsA+YmR12YQrWjO8sf7jzNgn/76clIUBS75BViT4PjbwqxuLgx2eufC+2lKB0IFM+gYxKyY9X59iSQa0SrZPaM99Nv7574jSxx8+C447VbvY+s+Lf7MA21BIaal8tdddx179+5l06ZNPPPMM7z++ut89rOfnfF1n/nMZ2hubtb//OxnPwtmmBKJRCKRzBotAfZbKg+w9EOiEtyyG9oPBS4YTSZffKKoSkxCpI6C09AuqPrsffSO9s78gtO/LhYyjm6G+vcn3+ad30FfA6SVwCmfn3JX7cPtuFQXFsVCdkL2XMKXBIGM+Ay9ZWVOcnmA9FI4x+Myv+m7c5v6sP0+4S9RsFp8Bv1Eq7aXpJRgNcf2iE1JdJNkTdJbtBoHGue3M5NJeJF85O9wznfhwjmO//Qh5qXy+/fv5/nnn+euu+7i5JNPZsOGDfzmN7/hwQcfpKmpadrXJiYmkp+fr/9JTU0NVpgSiUQikcwJLWFoHWzF5Xb596LETO+otkCa1Gnz2xeeO+UmkS71TrQmkpMgKuJ+yeUzy8U4IZi8132gTfRHAmz8HlgTptyV9t7lJuZinqVbsSS4aHL5OSfuACf9BxSsgpFeeOHbs3ut2wXv/9Wzn89O6i8xFVp/u3SUl8QCulx+rn3u46n+MJzxdZjnoteoa1RXVMWsVP6dd94hPT2dE0/0rjyee+65mEwmtmyZ3uX1/vvvJzs7m+rqar797W8zNDQ05bajo6P09fWN+SORSCQSSbDJScjBrJhxqk46hjv8f6E2033PY8IRd764HFDzmrg/xfx28JHKR9gMd190ufx0s9x90aruR16aWHV/9SdgH4DCNVD9kWl3oyXukejGH+0sy1wGzNFZXsNsgcvuBMUkPpeHN/n/2sMvQu9x4Whd/eFZHVab4S772yWxQFGKmI8esMQ9QGgKgCRrEulx6cYGMwNBS9xbWlrIzc0d85jFYiEzM5OWlqllhddeey3/+Mc/eOWVV/j2t7/Nfffdx/XXXz/l9j/5yU9IS0vT/5SUhPdKiUQikUiiA7PJTF6icBifVZ/7kovBEi960lt2zT+Qwy/CaJ9IHApXT7lZpEvlAUpTxUg4vyru4Ol1n6Tq3nYAtt4j7p//v0J6OQ0ycQ9f5jUSzpfC1XDKF8T9Z24D++DMr3GMiHYLgLU3TKvamAzdmC5dJu6S6CcgBnVBQFsILk4uDnvj1lkn7t/61rcmmMeN/3PgwNzlSp/97Ge54IILWLFiBddddx333nsvTzzxBEePHp10+29/+9v09vbqf+rr/fwxl0gkEolknsx6JBxAXAosukDc3z1Pk7r+FjHDFmD1dTCFjFtV1YiXysMsDeo0zviat+re8IF4bNP3QHXBkkuh7LQZd9EyJBP3cEUbCVfTU8OIc2R+Ozvr28LvoPe4UGRMRfMu+Pc34JeLofYNQBGz22eJdJSXxBLa93e4VdyP9BwBoDJ9bqPkQollti/42te+xic/+clpt6moqCA/P5+2trYxjzudTrq6usjP9/+H7+STTwbgyJEjVFZOfEPj4uKIi4vze38SiUQikQSKguQCaJtlxR2ENHvfv2DvE3DuD2es+E6K2w2PfxaGOiCvWpj0TEHnSCcjrhEUlIhOPktTRMV9Vhd+mRXCYX7H/cJh/tQvweEXhEnguT/0axfNA5GvVohW8hLzyIjLoHu0myM9R6jOrp77zuKS4ZLb4YGr4Z3fw4qrRe87wHCPGB24/T4xPlAjtRjO/i/IKJvVoXpHe+ka6QJkj7skNtBnuYdZxf1QtzCKrcqoMjiSmZl14p6Tk0NOzszzKdevX09PTw9bt27lhBNOAODll1/G7Xbrybg/7NixA4CCAvljKZFIJJLwYtaz3DWqzoe4VOith5d/DOd+f/YHf+sOOPYaWBPhI38Da/yUm2r97TmJOdjMttkfK0yYU8UdxFz3nQ/CkU3Q5pFUn3gzZC/06+Wy4h6+KIrC0qylvN30Nvs6980vcQdYdL6Yxb73CaFmOf/HsP0fYqFNq+ibrLDkEiGPrzhrSqXLdGjV9rzEPJKsSfOLWSKJADSpfONAIy63K2yMPg93HwZgUcYigyOZmaD1uC9dupQLL7yQz3zmM7z33nu89dZbfOlLX+JjH/sYhYVi9m1jYyNLlizhvffeA+Do0aP8+Mc/ZuvWrdTW1vLUU09xww03cMYZZ7By5cpghSqRSCQSyZyYc+JujYcL/lfcf/N2eOvO2b3++BZ42fP6i38OOYun3Vwz3wn3GbUzoVVsOoY7GHJMbVw7gaxKWPlRcb+vAeLS4Mz/9Pvlssc9vAmIs7wvF/5UnCPNO+Cey2DXQyJpz10GF/wEvnYQrrkHFm6cU9IO0phOEnvkJuZiMVlwup26i7vROFwOantrgRhP3EG4wy9ZsoSNGzdy8cUXs2HDBv785z/rzzscDg4ePKi7xttsNl566SXOP/98lixZwte+9jWuuuoqnn766WCGKZFIJBLJnJhTj7vG2hvg3B+I+5u+6zVLm4mhLnjsZtGjveJq0ds+A1riXpRcNPs4w4i0uDTd9ddvgzqNMzwO8yD63pOy/HrZqGtUlzRLqXx4ovW57++cp0GdRkqed2HNlgInfBI+/TJ8/m1Y/wW/z53pkMZ0kljDbDLrv0HhIpev6a3BqTpJsaboZrPhzKyl8rMhMzOTBx54YMrny8rKUH1G4ZSUlPDaa68FMySJRCKRSALGnCvuGhu+Knpn3/oVPPMViE+D5VdMvb2qwlNfFhL7jHLRj+uHC67WE66N44lkSlJK6Bntob6/nsWZ0ysNxpBVKdQJbfvE3G4/aR1sBSDBkkCqLXW24UpCwNJMkbgf6j6Ew+3AaprfXGcA1n4CStdDagHYAi9ll8Z0klikOLmYur46GvobWJe/zuhwONwjZPJVGVVh7ygPQa64SyQSiUQSzWiJe+9o7+yk276c+wNR0VPd8Nin4cjmqbd9/y448Izosb367xDvXyKpVdwLkwrnFmMYofW5z7riDrDuZrjkl9P6AYxHW5TJT8qPiAu7WKQkpYQkaxJ2t51jvccCt+PshUFJ2gE9TmlMJ4kltHanOX1/B4FIMqYDmbhLJBKJRDJnkm3JpFhTgHlU3RVFVM6XXwluBzx0PdS/N3G7lt3wwn+L++f9CArX+H0IzZxOu2iKZOZsUDdH9P72RNnfHq6YFBOLM4T6ImB97kFk2DmsfyZlxV0SS2iTQTTFidFEkjEdyMRdIpFIJJJ5kZ8sEro5J+4gDK6u/DMsPBccQ3D/R6Blj/d5+yA8chO4RmHRhXDK5/3etcvtomlQJAmR3uMOUJoqLvxCVbGRxnSRwbKsZUAA+9yDSG1vLSoqaXFpZMZnGh2ORBIyAm4kOU+0xF1W3CUSiUQiiQHm3eeuYbHBNfdCySkw0gv3XQmdR8Vz//4mdB6GlAK4/Pd+9bVrtA+343Q7sSiWiDDfmQmtYlPfF5rEXft/lcZ04Y2WEOzvCv/E3be/XbZfSGIJzZekcaCRPnufobH0jvbSOiQ8TBam+zca1Ghk4i6RSCQSyTzQE/eBeSbuIPppr30I8lbAYBvcdwW8/RvY8Q9QTHDVXbN2tNaM6fKT8sNmbu580OT+zYPN2F32oB9PznCPDDRn+QNdB3CrboOjmR5pTCeJVdLi0vTfzENdhwyNRau2FyQVkGJLMTQWf5GJu0QikUgk82BeI+EmIyEdPvE4ZFZAz3F48Tvi8TO+CWUbZr27aBkFp5EVn0WiJREVVf+3BZOWAZm4RwLlaeXYTDYGHYP6YlW4Io3pJLGMVnU/2H3Q0Dg0R/lI6W8HmbhLJBKJRDIvNKf2eUvlfUnOhU88CSkeF/gFG+DMb85pV5oJVjSMggNQFGV+zvKzRFbcIwOryapfgIe7XL6mR1bcJbFLuPS5R1p/O8jEXSKRSCSSeVGQHKAe9/FkLIBPPQfn/hA+ep8wsJsDDQOeGe5RUnGH0BnU9dv7GXQMAjJxjwSWZHn63MPYoM7pdlLXXwdARbpM3CWxx5IM8Tk92GVwxV1L3NMjJ3G3GB2ARCKRSCSRjNav1zrUisvtCmwfeUYZbPjKvHYRbVJ58Pa5H+8L7kg4bTEmPS6dBEtCUI8lmT9LM7197uFKfX89TreTBEuCNDyUxCSaVP5IzxEcLgdWszXkMaiqqkvlZcVdIpFIJJIYITshG7Nixul20jnSaXQ4E4jGxF1zlg/2LHc5Ci6y0BL3/V37UVXV4GgmRzOmK0stw6TIy3BJ7FGUXESyNRmH22HYPPemwSYGHYNYTBbK0soMiWEuyG8MiUQikUjmgcVkITcxFwiCXH6eOFwOWgfFuButSh0NaIl7sE3IZOIeWVRlVGFWzHSNdAXOLDLASGM6SayjKIpedT/UbYyzvCaTr0irwGoKfcV/rsjEXSKRSCSSeRKwWe4BpmWwBRWVOHMcWfGzGyMXzmjmdA0DDbjcrqAdR0/cE2XiHgnEW+L1hGBH+w5jg5kCaUwnkcDiDPE5NaqtJRKN6UAm7hKJRCKRzBt9JNxAeFX5NGO6wuRCFEUxOJrAkZeUh81kw+l26q7vwUBW3COPNblrANjRtsPYQKZAn+EujekkMYzmLG+UQZ1W6Y+kUXAgE3eJRCKRSOZNuFbco7G/HcCkmPTxdsE0qNP+P6WJWOSwOmc1EJ4Vd1VVdam8rLhLYhlNGXOg+4AhfhSR6CgPMnGXSCQSiWTeyMQ99Gh97sEcCScr7pHH6tzVgKjkDTmGjA1mHK1DrQw5hzArZv38lUhikcr0SiyKhd7RXlqHWkN6bLvLTm1fLSCl8hKJRCKRxBzaLPdwM8Rq7BeJe3Fy9BjTaWh97sFK3N2qW5fhy4p75JCflE9+Uj4u1cWejj1GhzMGrb+9JKXEkBFYEkm4EGeOozxdGDSGus/9WO8xXKqLFFsKeYl5IT32fJGJu0QikUgk80SryIZdxX1QJO6FyYUGRxJ4tMQ9WFL5rpEunG4nJsVETmJOUI4hCQ6aXH5723ZjAxmH3t8uZfISCUsyRJ97qBN33/72SPN+kYm7RCKRSCTzRKvI9oz2hJU8V6u4a/3g0URpqkcqPxCcirumnshJyMFisgTlGJLgoMnlw63PXRrTSSRetD73UBvURWp/O8jEXSKRSCSSeZNiSyHZmgwQVJfz2TDsHKZzpBOIcql8X31QzI009YTsb488tMR9Z/tO3Krb2GB8kBV3icSL5iwf8op7j6i4R1p/O8jEXSKRSCSSgBBuI+GaBpoASLYmk2pLNTiawFOYVIhZMTPiGqF9uD3g+5fGdJHLooxFJFgS6Lf3633l4YB0lJdIvGiz3BsGGui394fsuFrFPdJGwYFM3CUSiUQiCQiaXL5psMngSAS+jvKR1sfnD1azVU+qg2FQJ0fBRS5Wk5UV2SuA8JHL94z00DXSBUB5WrnB0UgkxpMen65/h2t958Gmd7SXtqE2ABamLwzJMQOJTNwlEolEIgkA4TYSTkvco9GYTkMbqRUMgzpZcY9sVuWsAsLHoE6Tyecn5ZNoTTQ4GokkPAi1QZ22QFCUXESyLTkkxwwkMnGXSCQSiSQAhNtION2YLgpnuGvoBnVBqLi3DorZwjJxj0zW5K4BRJ97OCD72yWSiYTaoC6SjelAJu4SiUQikQSEcK24F6dEnzGdRjBnuUtzushmZc5KAOr66ugc7jQ4Gpm4SySTEWqDusM9nsQ9Ao3pQCbuEolEIpEEBD1xHwivxD2aK+76LPf+wErlHS4HHcMdAOQnysQ9EkmLS6MyrRIIj6q7HAUnkUxEq7gf7TmKw+0I+vF8Z7hHIjJxl0gkEokkAGiJe8tQS1iMoGoYaABiI3EP9Ei41qFWVFRsJhuZ8ZkB268ktITTPPdjPdJRXiIZT1FyEcnWZOxuO7W9tUE9llt1c6T7CCAr7hKJRCKRxDQ5iTmYFBNOt9NwaW6fvU8frxPNibvWBtDv6Kd3tDdg+/U1potGR/5YQU/c23YYGseQY0ifNiETd4nEi0kx6dXvYMvlmwaaGHIOYTVZdX+USEMm7hKJRCKRBACLyUJuYi5gfJ+7NsM9Iy4jqh2sEywJ+nseyD73liGRuMtRcJGNZlC3t2MvdpfdsDhq+2oB8XnMiM8wLA6JJBwJlUGdJpOvTK/EarIG9VjBQibuEolEIpEEiHAxqIsFR3mNYPS5axX3vKS8gO1TEnpKU0rJiMvA7razr3OfYXFo/e1yfrtEMhHdoK47uBX3SHeUB5m4SyQSiUQSMDQHcqNHwun97SnRn7jrs9yDkLhLR/nIRlEUVuWKee5GGtTV9EhjOolkKnwr7oH0KhlPpDvKg0zcJRKJRCIJGGFTcY8BR3kNreLe0N8QsH1q/39SKh/5aHJ5I/vcj/VKYzqJZCoWpi/ErJjpGe2hdag1aMfRK+4ycZdIJBKJRBIuI+G0HveYSNxTPVL5Pllxl0xkdc5qALa3bQ9qNW869nftB0RvrUQiGUucOU5vIwlWn/uoa5S6vjogckfBgUzcJRKJRCIJGLLiHnr0kXCBNKcblOZ00cLy7OVYTBY6Rzr1FpJQ0tDfQONAIxbFoi8iSCSSseh97kFylq/pqcGlukiLSyMnIScoxwgFMnGXSCQSiSRAhEOPu6qqMZm4d450MugYnPf+hhxD9Nn7AFlxjwbizHEsy1oGGCOXf6/lPQCqs6ujesKDRDIftMT9YHdwKu56f3t6VUSP+JSJu0QikUgkAaIgWVRou0e7GXYOGxJD10gXw85hFBQKkwsNiSGUpNpSyYgTI7YC0eeuLbqkWFNIsibNe38S49Eq3UYm7icVnBTyY0skkYJmUBesins09LeDTNwlEolEIgkYvsmeUVV3rdqek5iDzWwzJIZQE8iRcFqbQ36yrLZHC7pBXfuOkB5XVVXeaxaJ+8n5J4f02BJJJLE4QyTu9f31DNgHAr5/bYZ7JPe3g0zcJRKJRCIJGIqiGN7nrhnTFScXG3J8IwikQZ1uTJcoE/doYXXuakBU3frt/SE77rG+Y7QPt2Mz2fSxdBKJZCIZ8RnkJeYB3iQ7kMiKu0QikUgkkgkY3eeuGXDFgkxeI5AGdS1D0pgu2shOyKY4uRgVld3tu0N23Peb3wfEwkGcOS5kx5VIIpFgGdT1jPTQPtwOiNFzkYxM3CUSiUQiCSBawqdVvkNNLBnTaZSmlAKBSdz3d4rRXUUpsfP+xQJa1X17+/aQHXNLyxYATsqX/e0SyUxofe6BNqjTjOmKkosi3rdEJu4SiUQikQQQo6Xyjf2xl7hrFfcjPUdwq+4572fQMcg7Te8AsKFoQ0Bik4QHoTaoc6tu3m8RFfeTC2R/u0QyE7qzfIBnuUdLfzvIxF0ikUgkkoCiOcsbbU5XnBI7Pe7LspaRbE2ma6RrXonZm41vYnfbKU0ppSo9snshJWPRKu672nfhcruCfrzD3YfpGe0hwZLA8uzlQT+eRBLpLMkQifvh7sM43c6A7Tda+ttBJu4SiUQikQQUI6XybtVN06A4bixV3G1mG2eXnA3Ai3Uvznk/m+s2A7BxwcaInvUrmcjC9IUkW5MZcg7p0tlgoo2BW5u3FqvJGvTjSSSRTlGKkLLb3XZqe2sDtl+ZuEskEolEIpmUBakLAGgabGLEORLSY7cNteF0O7EoFnITc0N6bKO5oOwCADbVbpqTXN7usvN64+sAbCzdGNDYJMZjNplZmbMSCI1cXo6Bk0hmh0kx6WPhDnQHxqDOrbr1hToplZdIJBKJRDKGrPgs0uPScatujvUeC+mxNZl8XlIeFpMlpMc2mvWF60m2JtM23DanxOzd5ncZdAySm5DLiuwVgQ9QYjhan/v2tuAa1DndTj5o/QCAkwqkMZ1E4i9ach2oPvfG/kaGncPYTDbdxDSSkYm7RCKRSCQBRFEUfeTMkZ4jIT223t8eQzPcNeYrl3/5+MsAnF16NiZFXh5FI9os9Z3tO4N6nP2d+xlwDJBiS9H7diUSycwEeiTcoR5hTFeZXhkVi9nyl0kikUgkkgCjJe6h6KX1RXeUj9FRZnOVy7vcLl6pfwWAcxecG5TYJMazMnslJsVE40AjbUNtQTuO1t9+Yt6JmE3moB1HIok2fJ3lVVWd9/6iqb8dZOIukUgkEknA0S4SjnQbU3GPJWM6X+Yql9/etp2ukS5SbamckHdC8AKUGEqyLVmfFhDMPnctcZdj4CSS2VGZXolZMdM92j3vxTVVVXmh9gUAqrOrAxGe4cjEXSKRSCSSAGO0VD5WE/e5yuU3Hxdu8meVnCUdwKMcbSzcjvYdQdm/w+VgW+s2AE7Kl/3tEslsiLfEU55WDsDB7vn1ub/T/A5Heo6QaEnk0opLAxGe4cjEXSKRSCSSAFOZXglA82AzA/aBkB031hN3gPPLzgf8l8urqqon7tJNPvrRE/cgVdx3dexixDVCZnymvoAnkUj8Z3Gmx1l+nn3u9+27D4Arq64kxZYy77jCAZm4SyQSiUQSYNLi0vRxbKGqujvcDlqHWoHYTtxPLTx1VnL5fV37aB5sJsGSwKmFpwY/QImhaM7y+zv3B2VcoyaTX5e/DkVRAr5/iSTa0Qwd55O41/TU8GbjmygoXLfkukCFZjgycZdIJBKJJAiEWi7fMtCCW3UTZ44jOyE7JMcMR2Yrl99cJ6rtG4o2EG+JD2psEuMpSi4iJyEHp+pkT8eegO9fm98uZfISydzQKu472nZgd9nntI9/7P8HAGeXnE1JaknAYjMambhLJBKJRBIEQp24Nw4KmXxhcmHMV/pmI5eXMvnYQlEUTsw7EZjb2MDpGHYO66PmZOIukcyN1bmryUnIoX24nQf2PzDr1/eM9PD00acB+MSyTwQ6PEORibtEIpFIJEFAT9xD5Cyvj4KLYZm8hq9cfrqZ3TW9NdT01mAxWTij+IwQRigxkiuqrgDgqaNPMegYDNh+d7TtwOF2kJuYy4LUBQHbr0QSSyRYEvjymi8D8Kddf6JrpGtWr3/k0COMuEZYmrk06qaEyMRdIpFIJJIgoI2EC9Usd2lM58VXLq+NA5qMl4+/DIixXdFiXiSZmVMKTmFB6gIGHYM8c/SZgO33/Zb3ATg5/+SYV71IJPPh8oWXszRzKQOOAX6/4/d+v87hcvDPA/8ERLU92j6HMnGXSCQSiSQIVKRVANA10jXrisFcaBhoAGTiruGPXP6lupcAOLf03JDFJTEek2Lio4s/CsCDBx9EVdWA7HdLyxYATiqQMnmJZD6YFBPfWPcNAB499ChHe4769brna5+nfbidnIQcLiy7MJghGoJM3CUSiUQiCQKJ1kSKk4sB/L7omA+y4j6WmeTyzQPN7O3ci4LCWSVnhT5AiaFcvvByEiwJHOk5wtbWrfPe34B9gL0dewHZ3y6RBIJ1+es4p+QcXKqLX3zwixm3V1VVHwH38SUfx2q2BjvEkCMTd4lEIpFIgsTCDNHnfrg7+HL5poEmAIpSZOIO49zlayeakL1cL2Tya3LXxLQLf6ySakvl4vKLAVF1ny/b2rbhUl0UJxdTmFw47/1JJBK47cTbsJgsvNn4Jm81vjXtth+0fsD+rv3Em+O5etHVIYowtMjEXSKRSCSSIFGVLvrcg+0sP+IcoWO4A0Cv8ku8cvkXa1+cIJeXbvKSjy/5OCBGArYPtc9rX9oYuJMLTp53XBKJRLAgdYH+Of3FB7/A6XZOua1Wbb+s8jLS49NDEV7IkYm7RCKRSCRBIlQj4bRqe5I1iVRbalCPFUlMJZfvGunS5dEbF8jEPVZZnLmYNblrcKpOHj306Lz29V6LnN8ukQSD/1j5H6TFpXGk5wiPH3580m2O9x3n1fpXAbh+2fWhCy7EyMRdIpFIJJIgoUnlj3QfCZgB1mT4GtNFm4vufJhKLv9a/Wu4VTdLM5dKT4AY52OLPwaIEVIOt2NO++gd7eVA1wFA9OVKJJLAkRaXxudXfR6A3+34Hf32/gnb3L//flRUNhRt0I1hoxGZuEskEolEEiTKU8uxKBb6Hf20DrUG7TjSmG5qdLl8nVcu/9Jx4SYvZfKS8xacR1Z8Fu3D7fp4wNnyQcsHqKhUpFWQk5gT4AglEsk1i6+hLLWMrpEu/rL7L2Oe67P38cSRJwAxAi6akYm7RCKRSCRBwmq2siB1ARBcubxuTCcT9wnocvkhIZcfsA/wTtM7gEzcJeIzetWiqwB48MDcTOr0MXBSJi+RBAWrycrXT/w68P/bu/vgqOp7j+OfzdMmwWRDMNmQQiRABBUqgRQM2GqbKPEyKNWrTS9WUEZvbZAnR8VWYBzFFGzRi1Uo1lG8t/bB3mIFrx1iQBimgDGwCAIBBE1Ekmgw2SSGPOye+0earSkPzdNmf+y+XzM7mrO/Pfv1+N2wH845v5/0Pwf/R5/Wf+p77s9H/qymtiaNTBip7MHZgSqxXxDcAQDwoxEJIyS1Xy7vLx1n3IfEMTHdP4sKj/It97b5483acXKHWr2tGhY/zPf/BqHt9stvV7gtXO9Xvd+jzykT0wH+950h39GkwZPU6m3VM6XPSJLavG167fBrktrPtgf7rWIEdwAA/Mi3JFyt/5aE6zj7wBn3c5s6bKqk9svliz4pkiR9L+17Qf8lD12TMiDFNxdCd5eG+6LpC31U95FssinLmeWP8gBIstlseijrIdlk0+ZPNmtv9V69U/6OTjWeUmJ0oqYNnxboEv2O4A4AgB/5a0m4Z4qOaHVx+18GdJxx71g/enXxUT1TdKRP3+9i9UzREe0tS/ZdLt8R3HPTcjlO8Mkf3T5J3caPNqqhpeGCY7/+2SupLJHUPkN9QnQCPQX40f+V2nT5gPZbnFa+t1L//WH7EnB3jLpDv363POg/ewR3AAD8qGNJuOO1x89aS7w3wsNsWlV0RL8ocsnd4pbUvob76uKjWlV0ROFhnE2W2o/Tf71zQimREyRJliw5Y53asi+K4wSfiSkTle5I11dtX2nj8Y0XHNvx2VtdfFS7T/3j/nY+e4B/hYfZVLp3kiJt0TpQc0AffPGBIsMiVV89MSQ+ewR3AAD8aGjcUEWFRemM54xO1p/ss/3Oy8nQohsu1ws72s/4DbQP1G+2n9SqoiNadMPlmpeT0WfvdTHrOE4flF3m2zbINl7PvHOM4wQfm82mH4z6gaT2SeoutHxjR0+tKirT5uM7JElVVUP47AF+Ni8nQwu/N0ENVdf5tqVHf1trt1SHxGeP4A4AgB+Fh4X7JkHr6/vc5+VkaHpWhCSppjaO4HAe83IyNPeaabI80ZKk9w8O4TjhLDePuFkxETE6Xnfcdwn8+dzyrShdPu63qvdUybLC9Ke/RdFTQD+Yl5OhH2fOlrdlkCwrXHsPfDNkPnsEdwAA/Kzjcnl/LAmXlNR+Fr/tq6GKCg8LiS8vPbEw90q1fnaXzpz6vsKbR3KccJa4qDhNHz5d0vknqWv1tuql/S/ptjdv06nmA7K8kTpz6lZF2WLpKaCfLModo9byuWr8aKEi2lJD5rNHcAcAwM86Zpb3x5Jwmz9qX5Pc1jxCLR6vb9IsdLa6+KiaG4bLVp+tFo/FccI5dUxSt6V8iyobKzs9d7DmoGa+NVPP7nlWzZ5mfcN+tRqPL1BYw0Q+e0A/Wl18VC2tMYr0JofUZ4/gDgCAn3Wcce/rS+VXbt6jL9vKJUl/Wzjn7/fdHgmZLzFd1TFp2KIbLteR5TdxnHBeGQMzNME5QR7Lo/89+r+SpKa2Jq0qXaX/eOs/dOj0IcVHxeu6gQ/osCtfC6/PpqeAfhTKv88jAl0AAADBrmNJuI/rPlarp1WR4ZG93ufq4qNa9947ihkqjXCMUGJ0oublJEqSVv19SZxQuXzwQr7+Ja/jeHT8k+OEc8kfna/SqlL96ciflJmUqSd3P6mK+gpJUt6wPA1qvuOsybDoKcD/Qv33ud+C+/Lly/XWW2/J5XIpKipKtbW1//I1lmVp2bJlevHFF1VbW6spU6ZozZo1ysgI3v8BAIDglzIgRQMiB6ixtVGfuD/xXTrfGx6vpYlX1Gp/gzTBOcG3veNLi8d7/lmxQ4nHa51z4iKOE84nJy1HSTFJ+rzpc/3nO/8pSUqOTdZjkx7Td9O+q2eKjmjRDQn0FNDPQv33uc260HoXvbBs2TIlJCTo008/1UsvvdSl4L5ixQoVFhZq/fr1Sk9P15IlS7R//34dPHhQ0dHRXXpft9sth8Ohuro6xcfH9/K/AgCAvnHn/92pfZ/v09PfeVp56Xl9ss/8Tfn6sOZDrfj2Cv3b8H/rk30CkF5wvaA1+9ZIkn4w6geaP36+4qLiAlwVAJP5O4f67Yz7448/Lkl65ZVXujTesiw9++yzeuyxx3TLLbdIkl599VU5nU698cYbys/P91epAAD43ciEkdr3+T4drT2qPPU+uDe2NurQ6UOSpPHO8b3eH4B/mDN2jmIiYpSZnKlxyeMCXQ4AmDM53YkTJ1RZWanc3FzfNofDoUmTJmnnzp3nfV1zc7PcbnenBwAApvEtCddHM8u7ql3yWl5945JvKGVASp/sE0A7e7hdd4+5m9AOwBjGBPfKyvYlN5xOZ6ftTqfT99y5FBYWyuFw+B5Dhw71a50AAPSEb0m4PlrLvbSqVFLn+9sBAEBw6lZwX7x4sWw22wUfhw8f9let5/Too4+qrq7O96ioqOjX9wcAoCs6zrhX1Feoqa2p1/vrCO5Zzqxe7wsAAJitW/e4P/jgg5o9e/YFxwwfPrxHhaSktF/mV1VVpcGDB/u2V1VVady4ced9nd1ul91u79F7AgDQXwZFD9JA+0B92fylTtSd0JWDruzxvpo9zdr/xX5JnHEHACAUdCu4JyUlKSkpyS+FpKenKyUlRcXFxb6g7na7tXv3bt1///1+eU8AAPqLzWbTyIEjVVJZomO1x3oV3Pd/vl+t3lYlxSRpaBy3iAEAEOz8do97eXm5XC6XysvL5fF45HK55HK51NDQ4BszevRobdiwQVL7F5oFCxboySef1Jtvvqn9+/frrrvuUmpqqmbMmOGvMgEA6Dd9NUHd1+9vt9lsva4LAACYzW/LwS1dulTr16/3/ZyZmSlJ2rp1q66//npJUllZmerq6nxjHn74YTU2Nuq+++5TbW2trr32Wv31r3/t8hruAACYrCO4H6092qv9MDEdAAChxWZZlhXoIvqSvxe+BwCgp/ZW79Vdb9+llAEpKvr3oh7to9Xbqim/m6Kmtib9+eY/K2NgRh9XCQAAusvfOdSY5eAAAAh2IxJGSJIqGytV31Lfo30crjmsprYmOewO3/4AAEBwI7gDANBP4qPi5Yx1SpI+qv2oR/vouEx+fPJ4hdn4YxwAgFDAn/gAAPSjkQN7d58797cDABB6CO4AAPSjkY6ezyzvtbwqrW4P7lnOrD6tCwAAmIvgDgBAP+o4436stvvB/eiXR1XfUq/YiFiNShzV16UBAABDEdwBAOhHGQnts8D3JLh3XCY/LnmcIsL8tqIrAAAwDMEdAIB+lO5Il002nT5zWjVNNd16Lfe3AwAQmgjuAAD0o9jIWA2JGyKpezPLW5ZFcAcAIEQR3AEA6GcjE7o/s/wn7k9Uc6ZGUWFRGnPpGH+VBgAADERwBwCgn3UE9+7c595xtn1s0ljZw+1+qQsAAJiJ4A4AQD/LGPj3Ceq6sSQcl8kDABC6CO4AAPSzr59xtyyrS68huAMAELoI7gAA9LNh8cMUYYtQQ2uDDp4++C/Hn2o4pc8aP1O4LVzjksb5v0AAAGAUgjsAAP0sMjxS2anZkqQHih9QRX3FBceXVrefbb9y0JWKjYz1e30AAMAsBHcAAAKg8NuFGpkwUp83fa57N9+rqsaq847lMnkAAEIbwR0AgABw2B1ad8M6pcWl6WTDSd1bdK9Onzl9zrEEdwAAQhvBHQCAAEmKTdKLN74oZ6xTJ+pO6MdFP1Z9S32nMTVNNTpRd0KSlJmcGYgyAQBAgBHcAQAIoNRLUvWbG3+jxOhEHTp9SAXFBfqq9Svf83uq90hqX0LOYXcEqkwAABBABHcAAAJsmGOY1t2wTnFRcdpbvVcL312oFk+LpK9dJp/MZfIAAIQqgjsAAAYYlThKL+S8oJiIGP3ts7/p4e0Pq83b9o/gnkJwBwAgVBHcAQAwxLjkcVr9vdWKCotScXmxHtn+iMpOl0nijDsAAKGM4A4AgEGuGXyNfnHdLxRuC9fmTzbLkqXL4i9TUmxSoEsDAAABQnAHAMAw3037rpZfu1w22SSxDBwAAKEuItAFAACAs00bPk1t3ja98uErui3jtkCXAwAAAshmWZYV6CL6ktvtlsPhUF1dneLj4wNdDgAAAAAgyPk7h3KpPAAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYDCCOwAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYDCCOwAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYDCCOwAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYDCCOwAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYDCCOwAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYDCCOwAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYDCCOwAAAAAABiO4AwAAAABgMII7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAbzW3Bfvny5Jk+erNjYWCUkJHTpNbNnz5bNZuv0yMvL81eJAAAAAAAYL8JfO25padHtt9+u7OxsvfTSS11+XV5enl5++WXfz3a73R/lAQAAAABwUfBbcH/88cclSa+88kq3Xme325WSkuKHigAAAAAAuPgYd4/7u+++q+TkZI0aNUr333+/ampqLji+ublZbre70wMAAAAAgGBhVHDPy8vTq6++quLiYq1YsULbtm3TTTfdJI/Hc97XFBYWyuFw+B5Dhw7tx4oBAAAAAPCvbgX3xYsXnzV53D8/Dh8+3ONi8vPzdfPNN2vs2LGaMWOGNm3apJKSEr377rvnfc2jjz6quro636OioqLH7w8AAAAAgGm6dY/7gw8+qNmzZ19wzPDhw3tTz1n7uvTSS3Xs2DHl5OScc4zdbmcCOwAAAABA0OpWcE9KSlJSUpK/ajnLp59+qpqaGg0ePLjf3hMAAAAAAJP47R738vJyuVwulZeXy+PxyOVyyeVyqaGhwTdm9OjR2rBhgySpoaFBDz30kHbt2qWPP/5YxcXFuuWWWzRy5EhNnTrVX2UCAAAAAGA0vy0Ht3TpUq1fv973c2ZmpiRp69atuv766yVJZWVlqqurkySFh4frgw8+0Pr161VbW6vU1FTdeOONeuKJJ7gUHgAAAAAQsmyWZVmBLqIvud1uORwO1dXVKT4+PtDlAAAAAACCnL9zqFHLwQEAAAAAgM4I7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBCO4AAAAAABiM4A4AAAAAgMEI7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBCO4AAAAAABiM4A4AAAAAgMEI7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBCO4AAAAAABiM4A4AAAAAgMEI7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBCO4AAAAAABiM4A4AAAAAgMEI7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBCO4AAAAAABiM4A4AAAAAgMEI7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBCO4AAAAAABiM4A4AAAAAgMEI7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBCO4AAAAAABiM4A4AAAAAgMEI7gAAAAAAGIzgDgAAAACAwQjuAAAAAAAYjOAOAAAAAIDBIgJdQF+zLEuS5Ha7A1wJAAAAACAUdOTPjjza14IuuNfU1EiShg4dGuBKAAAAAAChpKamRg6Ho8/3G3TBPTExUZJUXl7ulwMGmMDtdmvo0KGqqKhQfHx8oMsB/II+RyigzxEK6HOEgrq6OqWlpfnyaF8LuuAeFtZ+277D4eAXA4JefHw8fY6gR58jFNDnCAX0OUJBRx7t8/36Za8AAAAAAKBPENwBAAAAADBY0AV3u92uZcuWyW63B7oUwG/oc4QC+hyhgD5HKKDPEQr83ec2y1/z1QMAAAAAgF4LujPuAAAAAAAEE4I7AAAAAAAGI7gDAAAAAGAwgjsAAAAAAAYjuAMAAAAAYLCgC+7PP/+8hg0bpujoaE2aNEnvvfdeoEsCeqywsFDf+ta3FBcXp+TkZM2YMUNlZWWdxpw5c0YFBQUaNGiQLrnkEt12222qqqoKUMVA7/z85z+XzWbTggULfNvocQSLkydP6s4779SgQYMUExOjsWPH6v333/c9b1mWli5dqsGDBysmJka5ubk6evRoACsGusfj8WjJkiVKT09XTEyMRowYoSeeeEJfX8SKPsfFZvv27Zo+fbpSU1Nls9n0xhtvdHq+Kz19+vRpzZw5U/Hx8UpISNCcOXPU0NDQrTqCKrj/4Q9/0KJFi7Rs2TLt2bNHV199taZOnarq6upAlwb0yLZt21RQUKBdu3apqKhIra2tuvHGG9XY2Ogbs3DhQm3cuFGvv/66tm3bps8++0y33nprAKsGeqakpES//vWv9c1vfrPTdnocweDLL7/UlClTFBkZqbffflsHDx7UL3/5Sw0cONA3ZuXKlVq9erXWrl2r3bt3a8CAAZo6darOnDkTwMqBrluxYoXWrFmjX/3qVzp06JBWrFihlStX6rnnnvONoc9xsWlsbNTVV1+t559//pzPd6WnZ86cqQ8//FBFRUXatGmTtm/frvvuu697hVhBZOLEiVZBQYHvZ4/HY6WmplqFhYUBrAroO9XV1ZYka9u2bZZlWVZtba0VGRlpvf76674xhw4dsiRZO3fuDFSZQLfV19dbGRkZVlFRkXXddddZ8+fPtyyLHkfweOSRR6xrr732vM97vV4rJSXFevrpp33bamtrLbvdbv3ud7/rjxKBXps2bZp1zz33dNp26623WjNnzrQsiz7HxU+StWHDBt/PXenpgwcPWpKskpIS35i3337bstls1smTJ7v83kFzxr2lpUWlpaXKzc31bQsLC1Nubq527twZwMqAvlNXVydJSkxMlCSVlpaqtbW1U9+PHj1aaWlp9D0uKgUFBZo2bVqnXpbocQSPN998U1lZWbr99tuVnJyszMxMvfjii77nT5w4ocrKyk697nA4NGnSJHodF43JkyeruLhYR44ckSTt27dPO3bs0E033SSJPkfw6UpP79y5UwkJCcrKyvKNyc3NVVhYmHbv3t3l94rou7ID64svvpDH45HT6ey03el06vDhwwGqCug7Xq9XCxYs0JQpUzRmzBhJUmVlpaKiopSQkNBprNPpVGVlZQCqBLrv97//vfbs2aOSkpKznqPHESyOHz+uNWvWaNGiRfrpT3+qkpISzZs3T1FRUZo1a5avn8/1PYZex8Vi8eLFcrvdGj16tMLDw+XxeLR8+XLNnDlTkuhzBJ2u9HRlZaWSk5M7PR8REaHExMRu9X3QBHcg2BUUFOjAgQPasWNHoEsB+kxFRYXmz5+voqIiRUdHB7ocwG+8Xq+ysrL01FNPSZIyMzN14MABrV27VrNmzQpwdUDf+OMf/6jf/va3eu2113TVVVfJ5XJpwYIFSk1Npc+BXgqaS+UvvfRShYeHnzXTcFVVlVJSUgJUFdA35s6dq02bNmnr1q0aMmSIb3tKSopaWlpUW1vbaTx9j4tFaWmpqqurNX78eEVERCgiIkLbtm3T6tWrFRERIafTSY8jKAwePFhXXnllp21XXHGFysvLJcnXz3yPwcXsoYce0uLFi5Wfn6+xY8fqRz/6kRYuXKjCwkJJ9DmCT1d6OiUl5azJ0tva2nT69Olu9X3QBPeoqChNmDBBxcXFvm1er1fFxcXKzs4OYGVAz1mWpblz52rDhg3asmWL0tPTOz0/YcIERUZGdur7srIylZeX0/e4KOTk5Gj//v1yuVy+R1ZWlmbOnOn7d3ocwWDKlClnLed55MgRXXbZZZKk9PR0paSkdOp1t9ut3bt30+u4aHz11VcKC+scL8LDw+X1eiXR5wg+Xenp7Oxs1dbWqrS01Ddmy5Yt8nq9mjRpUpffK6gulV+0aJFmzZqlrKwsTZw4Uc8++6waGxt19913B7o0oEcKCgr02muv6S9/+Yvi4uJ898E4HA7FxMTI4XBozpw5WrRokRITExUfH68HHnhA2dnZuuaaawJcPfCvxcXF+eZs6DBgwAANGjTIt50eRzBYuHChJk+erKeeekp33HGH3nvvPa1bt07r1q2TJNlsNi1YsEBPPvmkMjIylJ6eriVLlig1NVUzZswIbPFAF02fPl3Lly9XWlqarrrqKu3du1erVq3SPffcI4k+x8WpoaFBx44d8/184sQJuVwuJSYmKi0t7V/29BVXXKG8vDzde++9Wrt2rVpbWzV37lzl5+crNTW164X0ek58wzz33HNWWlqaFRUVZU2cONHatWtXoEsCekzSOR8vv/yyb0xTU5P1k5/8xBo4cKAVGxtrff/737dOnToVuKKBXvr6cnCWRY8jeGzcuNEaM2aMZbfbrdGjR1vr1q3r9LzX67WWLFliOZ1Oy263Wzk5OVZZWVmAqgW6z+12W/Pnz7fS0tKs6Ohoa/jw4dbPfvYzq7m52TeGPsfFZuvWref8Pj5r1izLsrrW0zU1NdYPf/hD65JLLrHi4+Otu+++26qvr+9WHTbLsqy++JsIAAAAAADQ94LmHncAAAAAAIIRwR0AAAAAAIMR3AEAAAAAMBjBHQAAAAAAgxHcAQAAAAAwGMEdAAAAAACDEdwBAAAAADAYwR0AAAAAAIMR3AEAAAAAMBjBHQAAAAAAgxHcAQAAAAAw2P8DIMTyc/eRg8sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Apply the matched filter\n",
    "x_mf = rrcf(x_rrcf)\n",
    "\n",
    "# Instantiate a downsampling layer\n",
    "ds = Downsampling(samples_per_symbol, rrcf.length-1, num_symbols)\n",
    "\n",
    "# Recover the transmitted symbol sequence\n",
    "x_hat = ds(x_mf)\n",
    "\n",
    "# Visualize the different signals\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(np.real(x_us[0]), \"x\")\n",
    "plt.plot(np.real(x_rrcf[0, rrcf.length//2:]))\n",
    "plt.plot(np.real(x_mf[0, rrcf.length-1:]));\n",
    "plt.xlim(0,100)\n",
    "plt.legend([r\"Oversampled sequence of QAM symbols $x_{us}$\",\n",
    "            r\"Transmitted sequence after pulse shaping $x_{rrcf}$\",\n",
    "            r\"Received sequence after matched filtering $x_{mf}$\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e6d8879",
   "metadata": {},
   "source": [
    "We can see nicely from the above figure that the signal after matched filtering overlaps almost perfectly with the oversampled sequence of QAM symbols at the symbol times. As further verification, we will next show a scatter plot of the transmitted and recovered symbols and compute the mean-squared error (MSE) between them. As one can see, the MSE is not zero, which is due to truncation of the filter to finite length. The MSE can be reduced by making the filter longer or by increasing the roll-off factor.\n",
    "\n",
    "Give it a try and change *span_in_symbols* above to a larger number, e.g., 100. This will reduce the MSE by around 26dB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ce27d283",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:10.594048Z",
     "iopub.status.busy": "2025-03-11T00:48:10.593529Z",
     "iopub.status.idle": "2025-03-11T00:48:14.546429Z",
     "shell.execute_reply": "2025-03-11T00:48:14.545621Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE between x and x_hat (dB) -53.49393844604492\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.scatter(np.real(x_hat), np.imag(x_hat));\n",
    "plt.scatter(np.real(x), np.imag(x));\n",
    "plt.legend([\"Transmitted\", \"Received\"]);\n",
    "plt.title(\"Scatter plot of the transmitted and received QAM symbols\")\n",
    "print(\"MSE between x and x_hat (dB)\", 10*np.log10(np.var(x-x_hat)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe7db324",
   "metadata": {},
   "source": [
    "## Investigating the ACLR\n",
    "\n",
    "An important metric of waveforms is the so-called adjacent channel leakage power ratio, or short ACLR. It is defined as the ratio of the out-of-band power and the in-band power. One can get a first idea of the ACLR by looking at the power spectral density (PSD) of a transmitted signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1dfe653b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:14.548926Z",
     "iopub.status.busy": "2025-03-11T00:48:14.548619Z",
     "iopub.status.idle": "2025-03-11T00:48:15.756264Z",
     "shell.execute_reply": "2025-03-11T00:48:15.755063Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "empirical_psd(x_rrcf, oversampling=samples_per_symbol, ylim=[-100, 3]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d34537e8",
   "metadata": {},
   "source": [
    "The in-band is defined by the interval from [-0.5, 0.5] in normalized frequency. Due to the non-zero roll-of factor, a significant amount of energy is located out of this band. The resulting ACLR can be computed with the following convenience function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3ca9bac2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:15.761101Z",
     "iopub.status.busy": "2025-03-11T00:48:15.760572Z",
     "iopub.status.idle": "2025-03-11T00:48:16.429376Z",
     "shell.execute_reply": "2025-03-11T00:48:16.428524Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empirical ACLR (db): -13.783864974975586\n"
     ]
    }
   ],
   "source": [
    "aclr_db = 10*np.log10(empirical_aclr(x_rrcf, oversampling=samples_per_symbol))\n",
    "print(\"Empirical ACLR (db):\", aclr_db)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e9938e1",
   "metadata": {},
   "source": [
    "We can now verify that this empirical ACLR is well aligned with the theoretical ACLR that can be computed based on the magnitude response of the pulse-shaping filter. Every filter provides this value as the property *Filter.aclr*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ea5b280a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:16.433344Z",
     "iopub.status.busy": "2025-03-11T00:48:16.433019Z",
     "iopub.status.idle": "2025-03-11T00:48:16.534455Z",
     "shell.execute_reply": "2025-03-11T00:48:16.533523Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter ACLR (dB) -13.805673122406006\n"
     ]
    }
   ],
   "source": [
    "print(\"Filter ACLR (dB)\", 10*np.log10(rrcf.aclr))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6e7b748",
   "metadata": {},
   "source": [
    "We can improve the ACLR by decreasing the roll-off factor $\\beta$ from 0.22 to 0.1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7e2b64dc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:16.538612Z",
     "iopub.status.busy": "2025-03-11T00:48:16.538269Z",
     "iopub.status.idle": "2025-03-11T00:48:16.557538Z",
     "shell.execute_reply": "2025-03-11T00:48:16.556773Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter ACLR (dB) -17.342106103897095\n"
     ]
    }
   ],
   "source": [
    "print(\"Filter ACLR (dB)\", 10*np.log10(RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, 0.1).aclr))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5798a257",
   "metadata": {},
   "source": [
    "## Windowing\n",
    "\n",
    "Windowing can be used to improve the spectral properties of a truncated filter. For a filter of length $L$, a window is a real-valued vector of the same length that is multiplied element-wise with the filter coefficients. This is equivalent to a convolution of the filter and the window in the frequency domain.\n",
    "\n",
    "Let us now create a slightly shorter root-raised-cosine filter and compare its properties with and without windowing.\n",
    "One can see that windowing leads to a much reduced out-of-band attenuation. However, the passband of the filter is also broadened which leads to an even slightly increased ACLR."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "17505452",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-11T00:48:16.560863Z",
     "iopub.status.busy": "2025-03-11T00:48:16.560547Z",
     "iopub.status.idle": "2025-03-11T00:48:17.810669Z",
     "shell.execute_reply": "2025-03-11T00:48:17.809870Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ACLR (db) without window -13.982985019683838\n",
      "ACLR (db) with window -12.624131441116333\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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63//+p6VLl3rDe9++fRUbG6snnnhCkZGRjeb7n0h0dLQknfYOAU3hqenJJ59U7969vWsVDB8+XHPmzNHy5ctPu8f6dFx66aVasmSJli5d6j1WUFBw3OiG0aNHKywsTM8++2yjdvrnP/+p0tLSRiu7R0REaODAgXr33Xe1Z8+eRj3v1dXVevbZZ9W5c2e1adOmWZ7D2LFjJbm3sTvac8891yz3DwBwo+cdANAq6urqdNFFF+m6667T5s2b9eKLL2rYsGG6/PLLvef87Gc/01133aVrrrlGY8aM0erVq/XVV18pJSXllPf9v//9T5MmTdK1116rbt26qb6+Xm+++absdruuueYaSe4PBh577DFNnTpVu3bt0pVXXqnY2Fjt3LlTH3/8se644w79v//3/5r8vE73fk+nRo9evXpp7Nixuu+++xQeHu4NRUdvz/XYY49p9uzZGjZsmH7+858rJCREL7/8smpra/XUU081+Xm8/vrrevHFF3XVVVepc+fOKi8v1yuvvKK4uDjv6IgLL7xQd955p6ZNm6bc3FxdfPHFCg0N1datW/X+++/rb3/7m8aNG3fKxxk+fLjefvttGYbhHUZvt9s1dOhQffXVVxo5cqTCwsJOeR99+/aV3W7Xk08+qdLSUoWHh+sHP/iB0tLSmvy8j9WlSxdlZGRo8+bNjRZcGzFihHdP9OYM7/fff7/efPNNXXLJJfrFL36h6Oho/f3vf1eHDh0a7S2fmpqqqVOn6tFHH9Ull1yiyy+/3Pt7NHDgQP3kJz9pdL/Dhw/XE088ofj4eJ133nmSpLS0NHXv3l2bN2/WhAkTmu055OTk6JprrtEzzzyjoqIinX/++Zo3b562bNkiqWVHSgBAMCG8AwBaxfPPP6+3335bDz30kBwOh2688UY9++yzjd7Y33777dq5c6f++c9/atasWRo+fLhmz56tiy666JT33adPH40dO1afffaZ9u/fr6ioKPXp00dffvmlzj//fO95Dz74oLp166a//vWv3iCcmZmpiy++uNGHCE11Ovd7ujVK7pA8ZMgQPfroo9qzZ4969OihGTNmqHfv3t5zevbsqQULFmjq1KmaNm2aXC6XBg8erLfeekuDBw9u8nO48MILtXTpUs2cOVOHDh1SfHy8Bg0apLfffrvRQmTTp09XTk6OXn75Zf36179WSEiIsrOz9ZOf/EQXXHDB9z6OJ/iec845Sk5ObnT8q6++Oq1gnJGRoenTp2vatGm67bbb5HQ69c033zRLePfU8v7773s/XJDcATUqKkr19fVn9PqeTJs2bfTNN9/o3nvv1RNPPKHk5GTdddddatu2rW677bZG5z7yyCNKTU3V888/r1/+8pdKSkrSHXfcoT/+8Y+NdnLwPIcnnnjCO+z/6OObN29u1g8gJOmNN95QRkaG3n33XX388ccaPXq03nvvPXXv3l0RERHN+lgAEKwMk9VGAAAtaMaMGZo4caKWLVumAQMGWF2OzzMMQ/fcc4+ef/55q0sBzkpubq769eunt95667it7wAATcecdwAAAJyV6urq444988wzstlszbYwHgAEO4bNAwAA4Kw89dRTWrFihUaNGqWQkBB9+eWX+vLLL3XHHXec8c4HAIDGCO8AAAA4K0OHDtXs2bP1hz/8QRUVFcrKytIjjzyi3/zmN1aXBgABgznvAAAAAAD4OOa8AwAAAADg4wjvAAAAAAD4uKCd8+5yuZSXl6fY2NhGewwDAAAAANASTNNUeXm52rZtK5utaX3pQRve8/LyWP0UAAAAANDq9u7dq/bt2zfpNkEb3mNjYyVJO3fuVFJSksXVoDk4HA59/fXXuvjiixUaGmp1OThLtGdgoT0DC+0ZeGjTwEJ7BhbaM7AcPnxYHTt29ObRpgja8O4ZKh8bG6u4uDiLq0FzcDgcioqKUlxcHP+xBQDaM7DQnoGF9gw8tGlgoT0DC+0ZWBwOhySd0dRtFqwDAAAAAMDHEd4BAAAAAPBxhHcAAAAAAHwc4R0AAAAAAB9HeAcAAAAAwMf5VHh/4YUXlJ2drYiICA0ePFhLly49rdvNnDlThmHoyiuvbNkCAQAAAACwgM+E9/fee09TpkzRww8/rJUrV6pPnz4aO3as8vPzT3m7Xbt26f/9v/+n4cOHt1KlAAAAAAC0Lp8J708//bRuv/12TZw4UT169ND06dMVFRWlV1999aS3cTqduvnmm/Xoo4+qU6dOrVgtAAAAAACtJ8TqAiSprq5OK1as0NSpU73HbDabRo8ercWLF5/0dr///e+Vlpam2267TQsWLDjlY9TW1qq2ttZ7uaysTJLkcDjkcDjO8hnAF3jakfYMDLRnYKE9AwvtGXho08BCewYW2jOwnE07+kR4LywslNPpVHp6eqPj6enp2rRp0wlvs3DhQv3zn/9Ubm7uaT3GtGnT9Oijjx53/JtvvlFUVFSTa4bvmj17ttUloBnRnoGF9gwstGfgoU0DC+0ZWGjPwFBVVXXGt/WJ8N5U5eXluuWWW/TKK68oJSXltG4zdepUTZkyxXu5rKxMmZmZGjVqlJKTk1uqVLQih8Oh2bNna8yYMQoNDbW6HJwl2jOw0J6BhfYMPLRpYKE9AwvtGViKiorO+LY+Ed5TUlJkt9t16NChRscPHTqkjIyM487fvn27du3apR//+MfeYy6XS5IUEhKizZs3q3Pnzo1uEx4ervDw8OPuKzQ0lF+CAEObBhbaM7DQnoGF9gw8tGlgoT0DC+0ZGM6mDX1iwbqwsDDl5ORozpw53mMul0tz5szRkCFDjjv/nHPO0dq1a5Wbm+v9uvzyyzVq1Cjl5uYqMzOzNcsHAAAAAKBF+UTPuyRNmTJFt956qwYMGKBBgwbpmWeeUWVlpSZOnChJGj9+vNq1a6dp06YpIiJCvXr1anT7hIQESTruOAAAAAAA/s5nwvv111+vgoICPfTQQzp48KD69u2rWbNmeRex27Nnj2w2nxgoAAAAAABAq/KZ8C5JkyZN0qRJk0543dy5c0952xkzZjR/QQAAAAAA+AC6sgEAQJOU1zi0q1wyTdPqUgAACBo+1fMOAAB8267CSt38jyXaXxKizVqjJ8f1UWwEqx8DANDS6HkHAACnZeOBMo2bvlj7S2okSV+sO6TLnluodftLLa4MAIDAR3gHAADfa+WeYl3/8mIVVtTqnPQY3d7dqbbxEdpdVKWrX1qkt5bsZhg9AAAtiPAOAABOaeHWQv3kH9+prKZe/bMS9NZtA9UrydSnPx+i0eemqa7epd9+sk73vrtK5TUOq8sFACAgEd4BAMBJzVp3UD+dsUxVdU4N75qit342WPGR7jnuCVGhemX8AP32R+cqxGboP2sO6MfPLdT6PIbRAwDQ3AjvAADghD5csU/3vLNSdU6XLumZoX/cOkBRYY3XujUMQz8b3knv3TlEbeMjtKuoSle9uEhvf8cwegAAmhPhHQAAHGfGtzv1f++vltNlalxOez1/Uz+Fh9hPen5Oh0R98Yvhuugc9zD633y8TvfNzGUYPQAAzYTwDgAAvEzT1LNztuqRzzZIkiZekK2nrumtEPv3v2VIiArTP24doN9c6h5G/9nqPF3+/LcMowcAoBkQ3gEAgCR3cH/88416evYWSdLk0V310GU9ZLMZp30fhmHo9hFHhtHvLKxkGD0AAM2A8A4AAOR0mXrgwzX6x8KdkqSHLuuhyaO7yTBOP7gfLadDoj6/b7h+cNQw+l/MzFVFbX1zlg0AQNAgvAMAEORq6526992V+tfyfbIZ0p/G9dZPh3U86/tNjA7TP8YP0K8vPUd2m6F/r87T5c8t1OaD5c1QNQAAwYXwDgBAEKuqq9ftb6zQF2sPKsxu04s399e1AzKb7f5tNkN3jOisf915vtrGR2hHYaVuf2O5nC6G0AMA0BSEdwAAglRptUPj/7lU87cUKDLUrn9OGKBLerVpkcfK6ZCkz+8brsSoUO05XKU5Gw+1yOMAABCoCO8AAAShitp63fj3JVq+u1hxESF662eDNLxraos+ZmJ0mK4fmCVJen3xrhZ9LAAAAg3hHQCAIDRz6R5tOFCmlJgwzbxjiHI6JLXK494ypINshvTttiJtOcTcdwAAThfhHQCAIGOapt5ZukeS9Msx3dSjbVyrPXa7hEhd3CNDkvT6ol2t9rgAAPg7wjsAAEFmyY7D2lFQqegwu67o267VH3/CBdmSpI9W7ldplaPVHx8AAH9EeAcAIMh4et0v79tOMeEhrf74gzsm6ZyMWFU7nHp/xd5Wf3wAAPwR4R0AgCBSVFGrWesOSJJuHpxlSQ2GYejWodmSpDcW72bbOAAATgPhHQCAIPLBin1yOE31bh+vXu3iLavjyr7tFB/p3jbum035ltUBAIC/ILwDABAkTNPUuw1D5m8aZE2vu0dkmF03DMyUxLZxAACcDsI7AABBYvH2Iu0qqlJMeIh+3Ket1eXoJ+e7t41bsLVQ2/LZNg4AgFMhvAMAECTebuh1v6JvW0VbsFDdsTKTojT63HRJ0uuLdltcDQAAvo3wDgBAECisqNXX6w9Kkm6yaKG6E5nQsHDdhyv3qayGbeMAADgZwjsAAEHg/eXuher6ZCaoZ1vrFqo71pDOyeqWHqOqOqfeX77P6nIAAPBZhHcAAAKcy2Vq5jL3kPmbLV6o7liNt43bJRfbxgEAcEKEdwAAAtyi7UXaXVSl2PAQXdanjdXlHOeqfu0UFxGi3UVVmruFbeMAADgRwjsAAAHunaXuxeCu6t9OUWHWL1R3rKiwEF3fsG3cDBauAwDghAjvAAAEsPzyGn29/pAk6UYfGzJ/tFvOz5ZhSPO3FGh7QYXV5QAA4HMI7wAABLD3l+9TvctUv6wEndsmzupyTiorOUoXnePeNu6NRbusLQYAAB9EeAcAIEAdvVDdTT7c6+7h2TbugxX7VM62cQAANEJ4BwAgQC3cVqi9h6sVGxGiy3q3tbqc73VBl2R1SYtRZZ1TH65g2zgAAI5GeAcAIEC985271/2a/u0VGWa3uJrvd/S2ca8v3s22cQAAHIXwDgBAAMovq9Hsje6F6m4a7PtD5j2u7tdOsREh2llYqflbC6wuBwAAn0F4BwAgAP1r+V45XaYGdEhUt/RYq8s5bdHhIbpugGfbuF3WFgMAgA8hvAMAEGCcLlPvLt0rybe3hzuZ8UM6yDCkuZsLtLOw0upyAADwCYR3AAACzPytBdpfUq34yFD9qHcbq8tpsg7J0RrVPU2S9MbiXdYWAwCAjyC8AwAQYN5tWKju6v7tFBHq+wvVnYhn27j3l+9TRW29tcUAAOADCO8AAASQQ2U1mrMpX5J0sx8tVHesYV1S1Ck1WhW19fpoJdvGAQBAeAcAIIC8t8y9UN2g7CR1SfOfheqOZbMZunVItiT3wnVsGwcACHaEdwAAAoTTZWrmUveQeX/aHu5krslpr5jwEO0oqNTCbYVWlwMAgKUI7wAABIh5W/KVV1qjhKhQXdIrw+pyzlpMeIjG5bSXJL3OtnEAgCBHeAcAIEC807BQ3TX92/vtQnXHurVh4br/bc7X7iK2jQMABC/COwAAAeBAabX+17BQnT/u7X4yHVOiNbJ7qkxTemPxbqvLAQDAMoR3AAACwHvL9splSoM7JqlLWozV5TQrT+/7v5bvVSXbxgEAghThHQAAP1fvdOm9ZXslBcZCdce6sGuqOqZEq7ymXl+sPWB1OQAAWILwDgCAn5u7uUAHSmuUFB0WEAvVHctmM/Tj3m0kSfO2FFhcDQAA1iC8AwDg595p2B5uXE57hYcExkJ1xxrRLVWStHBboZzs+Q4ACEKEdwAA/Nj+kmrN3exeqO6GgZkWV9Ny+mYmKDYiRCVVDq3dX2p1OQAAtDrCOwAAfsyzUN2QTsnqlBpYC9UdLcRu0wWdUyRJ8xk6DwAIQoR3AAD82Ke5+yVJNwbgQnXHGt7NHd4XbCW8AwCCD+EdAAA/tbuoUruLqhRqN3TROWlWl9PiRnR1z3tfuadEZTUOi6sBAKB1Ed4BAPBTC7YWSpL6ZSUqOjzE4mpaXmZSlDqlRMvpMrVoW5HV5QAA0KoI7wAA+KmFDeF9eJcUiytpPZ5V5+czdB4AEGQI7wAA+CGny9Si7e7wPqxrMIX3I4vWmSZbxgEAggfhHQAAP7RmX4nKauoVFxGi3u0TrC6n1QzumKxQu6F9xdXaVVRldTkAALQawjsAAH7IM2R+aOcU2W2GxdW0nujwEA3okCSJLeMAAMGF8A4AgB9asK1hvnu34Bky7+Gd9054BwAEEcI7AAB+pqK2Xit3F0uShndJtbia1ueZ9754R5Hq6l0WVwMAQOsgvAMA4Ge+21GkepeprKQoZSVHWV1Oqzs3I04pMeGqqnNq+e7DVpcDAECrILwDAOBnPPu7B9Mq80ez2QwNb3juntcCAIBAR3gHAMDPLNwWfPu7H+voLeMAAAgGhHcAAPzIgdJqbcuvkM1wrzQfrIZ3dc/1X59XpoLyWourAQCg5RHeAQDwI54t4nq3T1B8VKjF1VgnJSZcPdvGSZIWbqP3HQAQ+AjvAAD4Ec8c7+FBOt/9aJ7e9/lbmPcOAAh8hHcAAPyEy2Xq24b57sOCeL67h2fe+4KthXK5TIurAQCgZRHeAQDwExsPlqmosk5RYXb1y0q0uhzLDeiQpKgwuworarXxYJnV5QAA0KII7wAA+AnPfPfzOyUrLIQ/4WEhNg3plCyJofMAgMDHX34AAPzEQobMH2dEN8+8dxatAwAENsI7AAB+oMbh1NKdhyWxWN3RPK/F8t2HVVlbb3E1AAC0HMI7AAB+YNmuw6qtdykjLkJd0mKsLsdndEyJVvvESDmcpr7bWWR1OQAAtBjCOwAAfsAz331Y1xQZhmFxNb7DMIyjhs4z7x0AELgI7wAA+AH2dz+5EV2Z9w4ACHyEdwAAfFxhRa02HHBvhXYBi9UdZ2iXZNlthnYUVmrv4SqrywEAoEUQ3gEA8HHfNqwyf26bOKXEhFtcje+JiwhVv8wESdL8rfS+AwACE+EdAAAft5Ah89/LM+99AfPeAQABivAOAIAPM02T+e6nwRPev91eqHqny+JqAABofoR3AAB82PaCCh0sq1FYiE0Ds5OsLsdnndcuXglRoSqvqVfu3hKrywEAoNkR3gEA8GGeXvdB2UmKCLVbXI3vstsMDWtYzI9V5wEAgYjwDgCADzt6f3ecmmfLuHlbmfcOAAg8hHcAAHyUw+nSkh1FkuTtVcbJDe/mfo3W7CtRcWWdxdUAANC8CO8AAPioVXtKVFnnVHJ0mHq0ibO6HJ/XJj5S3dJjZJruhesAAAgkhHcAAHzUgoY9y4d2SZHNZlhcjX/wDJ1n3jsAIND4VHh/4YUXlJ2drYiICA0ePFhLly496bkfffSRBgwYoISEBEVHR6tv37568803W7FaAABaFlvENd3wbp7wXijTNC2uBgCA5uMz4f29997TlClT9PDDD2vlypXq06ePxo4dq/z8/BOen5SUpN/85jdavHix1qxZo4kTJ2rixIn66quvWrlyAACaX2mVQ2v2lUgivDfF4I5JCg+x6WBZjbbmV1hdDgAAzcZnwvvTTz+t22+/XRMnTlSPHj00ffp0RUVF6dVXXz3h+SNHjtRVV12lc889V507d9YvfvEL9e7dWwsXLmzlygEAaH6LdxTKZUqdU6PVJj7S6nL8RkSoXYM6Jkli6DwAILCEWF2AJNXV1WnFihWaOnWq95jNZtPo0aO1ePHi7729aZr63//+p82bN+vJJ5884Tm1tbWqra31Xi4rK5MkORwOORyOs3wG8AWedqQ9AwPtGVhoz6abt9k98mxo52Sfe918vT2HdU7Sgq2Fmrc5X7een2l1OX7B19sUTUN7BhbaM7CcTTv6RHgvLCyU0+lUenp6o+Pp6enatGnTSW9XWlqqdu3aqba2Vna7XS+++KLGjBlzwnOnTZumRx999Ljj33zzjaKios7uCcCnzJ492+oS0Ixoz8BCe56+2WvskgxFFO/UF1/ssLqcE/LV9jSrJClES7YX6pPPvlCY3eqK/IevtinODO0ZWGjPwFBVVXXGt/WJ8H6mYmNjlZubq4qKCs2ZM0dTpkxRp06dNHLkyOPOnTp1qqZMmeK9XFZWpszMTI0aNUrJycmtWDVaisPh0OzZszVmzBiFhoZaXQ7OEu0ZWGjPptlzuEqFixcqxGbo59eOUUy4b/259vX2NE1Tr+2cr0NltUo+d5CGd2HNgO/j622KpqE9AwvtGViKiorO+LY+8W4gJSVFdrtdhw4danT80KFDysjIOOntbDabunTpIknq27evNm7cqGnTpp0wvIeHhys8PPy446GhofwSBBjaNLDQnoGF9jw9S3aVSJL6ZyUqMcZ357v7cnuO6Jqq91fs06LtxfrBuW2sLsdv+HKbouloz8BCewaGs2lDn1iwLiwsTDk5OZozZ473mMvl0pw5czRkyJDTvh+Xy9VoXjsAAP5oYcMWccNYZf6MjfBsGbeVResAAIHBJ3reJWnKlCm69dZbNWDAAA0aNEjPPPOMKisrNXHiREnS+PHj1a5dO02bNk2Sew77gAED1LlzZ9XW1uqLL77Qm2++qZdeesnKpwEAwFlxukwt2u4eUkd4P3PDuqTIMKQthyp0sLRGGfERVpcEAMBZ8Znwfv3116ugoEAPPfSQDh48qL59+2rWrFneRez27Nkjm+3IQIHKykr9/Oc/1759+xQZGalzzjlHb731lq6//nqrngIAAGdt7f5SlVY7FBsRot7t4q0ux28lRoepd/sErd5bovlbC3TdAFadBwD4N58J75I0adIkTZo06YTXzZ07t9Hlxx57TI899lgrVAUAQOtZ2DDMe2jnZIXYfWJ2m98a0TXFHd63EN4BAP6PdwUAAPiQ+d757qkWV+L/PPPeF24rlNNlWlwNAABnh/AOAICPqKyt16o9xZLE9mbNoG9mgmLDQ1RS5dDa/aVWlwMAwFkhvAMA4CO+21kkh9NUZlKkOiRHWV2O3wu12zS0S7IkacEWVp0HAPg3wjsAAD5igWfIfJdUGYZhcTWBYXhXtowDAAQGwjsAAD7Cs7/7cLaIazae1zJ3b4lqHE6LqwEA4MwR3gEA8AEHS2u0Nb9ChuFeaR7NIyspSqmx4XI4Tea9AwD8GuEdAAAfsKBhWHfvdvFKiAqzuJrAYRiGcrISJUkrdhdbXA0AAGeO8A4AgA9YuM2zRRxD5ptbTgfCOwDA/xHeAQCwmMtl6tttnvnu7O/e3Po3hPeVu4tlmuz3DgDwT4R3AAAstulguQor6hQVZlf/hiHeaD692sUpzG5TUWWddhdVWV0OAABnhPAOAIDFluwokiQN6piksBD+NDe38BC7erWLk8TQeQCA/+IdAgAAFluxxx0oB2YnWVxJ4PLOe99DeAcA+CfCOwAAFlvV0BvcLyvB2kICWM5R894BAPBHhHcAACyUV1KtvNIa2W2G+rRPsLqcgOVZS2DzoXKV1TgsrgYAgKYjvAMAYKGVDcO4z20Tq+jwEIurCVxpcRHKTIqUaUq5e0qsLgcAgCYjvAMAYCHPAmo5rDLf4jyvMYvWAQD8EeEdAAALeeZge/YiR8vxzntn0ToAgB8ivAMAYJEah1Pr88okif3dW4HnA5LcPSVyukyLqwEAoGkI7wAAWGTNvlLVu0ylxYarfWKk1eUEvO7psYoOs6u8tl5b88utLgcAgCYhvAMAYBHvfPcOiTIMw+JqAl+I3aa+DdvxMe8dAOBvCO8AAFjk6PCO1sGidQAAf0V4BwDAAqZpehdOY7G61uN5rVcS3gEAfobwDgCABXYVVelwZZ3CQmzq2TbO6nKCRr+GnvddRVUqrKi1uBoAAE4f4R0AAAt4en7Paxev8BC7xdUEj/jIUHVLj5FE7zsAwL8Q3gEAsMCKPcx3t4rnNV/Bfu8AAD9CeAcAwAKeXl/2d299ntecnncAgD8hvAMA0MrKahzafMi9z3j/DgnWFhOEPIvWrd5Xqrp6l8XVAABwegjvAAC0stw9JTJNKSspSmmxEVaXE3Q6pUQrISpUdfUurc8rtbocAABOC+EdAIBWtpL57pYyDIP93gEAfofwDgBAK1vhne+eYG0hQcy73zuL1gEA/AThHQCAVuR0mcrdUyLpSIBE6/OuOL+7WKZpWlwNAADfj/AOAEAr2ppfrvLaekWH2dU9PdbqcoJWn/YJstsMHSqrVV5pjdXlAADwvQjvAAC0Is+Q+b5ZCQqx82fYKpFhdvVsGyeJee8AAP/AuwYAAFqRJyjmsL+75djvHQDgTwjvAAC0olXMd/cZR897BwDA1xHeAQBoJUUVtdpZWClJ6pdJeLeaJ7xvOFCmqrp6i6sBAODUCO8AALSSlQ297l3TYhQfFWptMVDbhEi1iY+Q02Vq9d5Sq8sBAOCUCO8AALQS73x3hsz7DPZ7BwD4C8I7AACtxLMwGvPdfYdn4UDmvQMAfB3hHQCAVuBwurR6X4kket59Sc5RPe8ul2lxNQAAnBzhHQCAVrAhr0y19S4lRIWqU0q01eWgQY+2cYoItamkyqEdDYsJAgDgiwjvAAC0As+w7P5ZiTIMw+Jq4BFqt6l3uwRJ7PcOAPBthHcAAFrBij0sVuer+rPfOwDADxDeAQBoBSuP6nmHb8lhxXkAgB8gvAMA0MLySqp1oLRGdpuhPpnxVpeDY/TPSpAkbc2vUGmVw9piAAA4CcI7AAAtzNOj26NNnKLCQiyuBsdKjglXx4ZFBFfupfcdAOCbCO8AALSwI4vVJVhbCE7KM52BResAAL6K8A4AQAvzzndnsTqflcOidQAAH0d4BwCgBVXXObU+r0wSK837Mk/b5O4tUb3TZXE1AAAcj/AOAEALWrOvRPUuU+lx4WqXEGl1OTiJrmkxig0PUVWdU5sOlltdDgAAxyG8AwDQglbuKZHk7tk1DMPaYnBSNpuhfmwZBwDwYYR3AABa0Ar2d/cbOVnMewcA+C7COwAALcQ0TW8vLovV+T4WrQMA+DLCOwAALWRXUZUOV9YpLMSmnm3jrC4H36NPZrxshrSvuFqHymqsLgcAgEYI7wAAtBBPD27vdvEKD7FbXA2+T2xEqLpnuD9kYb93AICvIbwDANBCPOGdLeL8R06HBEkMnQcA+B7COwAALWQV8939jnfeOyvOAwB8DOEdAIAWUFbj0OZD7v3CWWnef3jaav3+MtU4nBZXAwDAEYR3AABaQO6eEpmmlJUUpdTYcKvLwWnKSopSSkyY6pwurc8rtbocAAC8CO8AALQA5rv7J8MwvL3vzHsHAPgSwjsAAC2A/d39F/u9AwB8EeEdAIBm5nSZyt1TIknKYb673zkS3ktkmqbF1QAA4EZ4BwCgmW3NL1d5bb2iw+zqnhFrdTlool7t4hVqN1RYUau9h6utLgcAAEmEdwAAmp1nuHW/rETZbYbF1aCpIkLt6tUuXpK0Ys9hi6sBAMCN8A4AQDPzhPf+WQnWFoIzlsOidQAAH0N4BwCgma3czWJ1/u7oee8AAPgCwjsAAM2oqKJWu4qqJLmHzcM/eT542XywTOU1DourAQCA8A4AQLNa2bDKfLf0GMVHhlpbDM5YelyE2idGymVKq/eWWl0OAACEdwAAmpNnjnQOQ+b9Xv+GkRMr9zDvHQBgPcI7AADNaOVRK83Dv/VrWHAwd2+JpXUAACAR3gEAaDZ19S6t3lciiZ73QNAnM0GSO7ybpmltMQCAoEd4BwCgmWw4UKbaepcSokLVKSXa6nJwlnq0iVOo3dDhyjrtK662uhwAQJAjvAMA0Ew8Q+ZzshJlGIbF1eBsRYTa1aNNnCRpFUPnAQAWI7wDANBMVuxhf/dA09czdL5hFwEAAKxCeAcAoJl4et77s1hdwDgy750V5wEA1iK8AwDQDA6W1uhAaY1shtQnM97qctBMPD3v6/LK5HC6rC0GABDUCO8AADQDT89s94w4RYWFWFwNmkvHlGjFR4aqrt6lTQfKrS4HABDECO8AADSDVQ1zoj17gyMwGIbB0HkAgE8gvAMA0Aw8q5H3awh6CBx927unQbDiPADASoR3AADOUr3TpbX7SiXR8x6I+ja06WrCOwDAQoR3AADO0uZD5ap2OBUbEaJOKTFWl4Nm1qd9giRpe0GlSqsd1hYDAAhahHcAAM6SZ75738wE2WyGtcWg2SXHhCsrKUqStGZfibXFAACCFuEdAICzlMt894DnXbSu4YMaAABaG+EdAICztGqPexXyvsx3D1ie/d5X0/MOALCIT4X3F154QdnZ2YqIiNDgwYO1dOnSk577yiuvaPjw4UpMTFRiYqJGjx59yvMBAGgJpdUObS+olCT1zUy0uBq0lL7e7eJKZJqmtcUAAIKSz4T39957T1OmTNHDDz+slStXqk+fPho7dqzy8/NPeP7cuXN144036ptvvtHixYuVmZmpiy++WPv372/lygEAwcyzAnmH5CglRYdZWwxaTM+2cQqxGSqsqNO+4mqrywEABKEQqwvwePrpp3X77bdr4sSJkqTp06fr888/16uvvqoHH3zwuPPffvvtRpf/8Y9/6MMPP9ScOXM0fvz4486vra1VbW2t93JZWZkkyeFwyOFg5dhA4GlH2jMw0J6BJZDbc/muIklSn3bxAfn8TiSQ2/Nk7JLOyYjVurwyrdhVpIzYUKtLalbB2KaBjPYMLLRnYDmbdjRMHxj7VVdXp6ioKH3wwQe68sorvcdvvfVWlZSU6NNPP/3e+ygvL1daWpref/99XXbZZcdd/8gjj+jRRx897vg777yjqKios6ofABC8Xt5o04YSm67JdmpEG8v/pKIFvb/DpoWHbBrZxqWrsl1WlwMA8ENVVVW66aabVFpaqri4uCbd1id63gsLC+V0OpWent7oeHp6ujZt2nRa9/HAAw+obdu2Gj169Amvnzp1qqZMmeK9XFZWpszMTI0aNUrJyclnXjx8hsPh0OzZszVmzBiFhgZWj0gwoj0DS6C2p2maemT1XEkO3TR2qHq3j7e6pFYRqO35fWpX5WnhR+tUHpqkSy8dZHU5zSpY2zRQ0Z6BhfYMLEVFRWd8W58I72friSee0MyZMzV37lxFRESc8Jzw8HCFh4cfdzw0NJRfggBDmwYW2jOwBFp77iqsVHGVQ2EhNp2XmaTQEJ9ZSqZVBFp7fp+cju4P+9fllUk2u0LtgdfewdamgY72DCy0Z2A4mzb0ib86KSkpstvtOnToUKPjhw4dUkZGxilv++c//1lPPPGEvv76a/Xu3bslywQAoJFVe91bxPVqG6ewIAvuwahjcrRiI0JUW+/S5oPlVpcDAAgyPvFOIywsTDk5OZozZ473mMvl0pw5czRkyJCT3u6pp57SH/7wB82aNUsDBgxojVIBAPDK3VMiSeqXxRZxwcBmMxptGQcAQGvyifAuSVOmTNErr7yi119/XRs3btTdd9+tyspK7+rz48eP19SpU73nP/nkk/rd736nV199VdnZ2Tp48KAOHjyoiooKq54CACDIrGoIcJ5Ah8BHeAcAWMVn5rxff/31Kigo0EMPPaSDBw+qb9++mjVrlncRuz179shmO/JZw0svvaS6ujqNGzeu0f08/PDDeuSRR1qzdABAEKpxOLUhz73taL+sBGuLQashvAMArOIz4V2SJk2apEmTJp3wurlz5za6vGvXrpYvCACAk1ifV6p6l6mUmHC1S4i0uhy0kj4N4X17QYXKahyKi2DxKABA6/CZYfMAAPiTVd757gkyDMPaYtBqUmLC1T4xUqYprd1XanU5AIAgQngHAOAMMN89eDF0HgBgBcI7AABnIPeonncEF09494y+AACgNRDeAQBoovyyGu0vqZbNkHq3T7C6HLQyzwc2uXtLZJqmtcUAAIIG4R0AgCbyDJnvlh6rmHCfWvsVraBn23iF2AwVVtQqr7TG6nIAAEGC8A4AQBN55jozZD44RYTadU6bWElHpk8AANDSCO8AADTRqj3FklisLpgdWbSu2NpCAABBg/AOAEATOF2m1jRsEdYvK9HiamCVvpnutmfFeQBAayG8AwDQBFsOlauqzqmY8BB1To2xuhxYpG9mvCRp7f5S1TtdFlcDAAgGhHcAAJrAsz1Yn8x42W2GtcXAMp1SYhQbEaIah0ubD5VbXQ4AIAgQ3gEAaALPHGfmuwc3m81Qn4ZtAhk6DwBoDWcV3h0Oh/bu3avNmzfr8OHDzVUTAAA+y9Pz3i+T+e7BzrtoHSvOAwBaQZPDe3l5uV566SVdeOGFiouLU3Z2ts4991ylpqaqQ4cOuv3227Vs2bKWqBUAAEuV1Ti0raBCktSXbeKCXp+G8L56X4mldQAAgkOTwvvTTz+t7Oxsvfbaaxo9erQ++eQT5ebmasuWLVq8eLEefvhh1dfX6+KLL9Yll1yirVu3tlTdAAC0ujV7S2WaUmZSpFJiwq0uBxbz9Lxvza9QeY3D2mIAAAEvpCknL1u2TPPnz1fPnj1PeP2gQYP005/+VC+99JJmzJihBQsWqGvXrs1SKAAAVvPMd2fIPCQpNTZc7RIitb+kWmv3lWpolxSrSwIABLAmhfd3333X+/PQoUM1a9YsxcXFHXdeRESE7rrrrrOvDgAAH+KZ785idfDom5Wg/SXVWrW3hPAOAGhRZ7xg3ZIlS1RTU3Pc8bKyMj3wwANnVRQAAL7GNE3vquL9mO+OBn1ZcR4A0EqaHN7HjRunJ554QoZhKD8//7jrKysr9ec//7lZigMAwFfsPVytoso6hdlt6tH2+FFnCE6ehQtz95bINE1riwEABLQmDZuXpKysLP3nP/+RaZrq06ePkpOT1adPH/Xp00d9+/bV5s2b1aZNm5aoFQAAy6xqmO/eo22cwkPsFlcDX9GrbbzsNkMF5bU6UFqjtgmRVpcEAAhQTQ7vTz/9tCQpLCxM3377rfLy8rRq1Srl5ubq448/lsvl0lNPPdXshQIAYCXmu+NEIsPsOicjVuvzypS7t4TwDgBoMU0O7x6VlZUKDQ2VJF1xxRXNVhAAAL5oFfPdcRJ9MhO84f3S8xh9CABoGWe8YJ0nuAMAEOhq653amFcmiW3icDzPaAwWrQMAtKQmhfc9e/Y06c7379/fpPMBAPBF6/PKVOd0KTk6TJlJDItGY/0awvvafaWqd7qsLQYAELCaFN4HDhyoO++8U8uWLTvpOaWlpXrllVfUq1cvffjhh2ddIAAAVsttmO/eLytBhmFYWwx8TufUGMWEh6ja4dSWQxVWlwMACFBNmvO+YcMGPf744xozZowiIiKUk5Ojtm3bKiIiQsXFxdqwYYPWr1+v/v3766mnntKll17aUnUDANBqPPPdWawOJ2KzGerdPl6Lthcpd28JWwkCAFpEk3rek5OT9fTTT+vAgQN6/vnn1bVrVxUWFmrr1q2SpJtvvlkrVqzQ4sWLCe4AgICR27BNXL8s5rvjxDwf7Kxm3jsAoIWc0WrzkZGRGjdunMaNG9fc9QAA4FMKymu193C1DEPq3T7e6nLgo1i0DgDQ0s54q7hly5bpwQcfVEFBgbp06aK+fft6v7KyspqzRgAALOMJY13TYhQbwU4rODFPeN+SX66K2nrFhJ/xWywAAE7ojLeKu+WWW2S323XHHXeoY8eOmjdvniZOnKjs7GwlJyc3Z40AAFjGM2Se+e44lbS4CLWNj5BpSmv2lVhdDgAgAJ3xx8J79+7V559/rs6dOzc6vnv3buXm5p5tXQAA+IRV3pXmme+OU+ublaC8tQe1em+phnZOsbocAECAOeOe9wsuuED79u077niHDh10xRVXnFVRAAD4AqfL1Jp9pZLoecf3OzLvvdjaQgAAAalJPe9XX321evfurT59+uiuu+7SH/7wB/Xu3VuJifRGAAACz7b8ClXU1isqzK5u6bFWlwMf1zfT/X6IResAAC2hSeG9c+fO+vbbb/Xiiy+qsLBQktStWzddccUVOv/889WvXz+dd955CgsLa5FiAQBoTZ4e1D7tE2S3GRZXA1/Xq12c7DZDh8pqdaC0Wm3iI60uCQAQQJoU3v/0pz95f96/f79yc3O9X08++aR27NihkJAQde/eXWvWrGn2YgEAaE2e+e59sxIsrQP+ISosRN3SY7XxQJlW7y0hvAMAmtUZL1jXrl07tWvXTj/60Y+8xyoqKpSbm6vVq1c3S3EAAFjJM/y5H/PdcZr6ZiZo44Eyrdpbokt6tbG6HABAADnjBetOJCYmRsOGDdM999zTnHcLAECrq6it1+ZD5ZLoecfp83zQk9swagMAgObSrOEdAIBAsWZviUxTapcQqbTYCKvLgZ/o0xDe1+4vldNlWlsMACCgEN4BADiBVQ1D5ul1R1N0SYtRdJhdVXVObc0vt7ocAEAAIbwDAHACnsXqmO+OprDbDPVunyCJofMAgOZFeAcA4BimaR5ZrI6edzSRZ7QG+70DAJoT4R0AgGPsK65WYUWtQu2GeraNt7oc+Jm+nkXrCO8AgGZEeAcA4Bie0NWjTZwiQu3WFgO/4wnvWw6Vq6K23tpiAAABg/AOAMAxPPPd+zLfHWcgPS5C7RIi5TKZ9w4AaD6EdwAAjpG7t1iS1C8r0eJK4K8GZLv/7azYXWxxJQCAQEF4BwDgKLX1Tq3LK5NEzzvOXE6HhvC+h/AOAGgehHcAAI6y8UC56updSowKVYfkKKvLgZ/q3zBqY9XuYrlcpsXVAAACAeEdAICjrGroKe2bmSDDMCyuBv7qnIxYRYXZVV5br635FVaXAwAIAIR3AACOsrxhjvKA7CSLK4E/C7HbvNMumPcOAGgOhHcAABqYpqnluw5LkgZ0YLE6nB3PvPfluw9bXAkAIBAQ3gEAaLCvuFqHymoVajfUh8XqcJY84X0lPe8AgGZAeAcAoMGyhl7389rFKyLUbnE18HeerQZ3FVWpsKLW4moAAP6O8A4AQINlu5jvjuYTHxmqbukxkuh9BwCcPcI7AAANmO+O5sZ+7wCA5kJ4BwBAUklVnXdLrxzCO5qJZ793et4BAGeL8A4AgI5s59U5NVrJMeEWV4NA4fkgaPW+UtXWOy2uBgDgzwjvAADoyHz3gcx3RzPqmBKtpOgw1dW7tD6vzOpyAAB+jPAOAICOmu9OeEczMgyDofMAgGZBeAcABL0ah1Nr9pVKkgZmM98dzcu7aB3hHQBwFgjvAICgt3Z/qeqcLqXEhCsrKcrqchBgPOF9+e5imaZpcTUAAH9FeAcABL1lDUPmB2YnyjAMi6tBoOndPl4hNkMF5bXaV1xtdTkAAD9FeAcABL3lDYvVMd8dLSEi1K6e7eIlMXQeAHDmCO8AgKDmcpnexeqY746WMoB57wCAs0R4BwAEtW0FFSqrqVdUmF092sRZXQ4CFIvWAQDOFuEdABDUPPPd+2UlKMTOn0W0DE9433SwTBW19RZXAwDwR7xLAQAENe989w7Md0fLSY+LULuESLlMafXeEqvLAQD4IcI7ACCoHVlpnvCOluXdMm4XQ+cBAE1HeAcABK0DpdXaV1wtmyH1zUqwuhwEOO+89z2EdwBA0xHeAQBBy9MD2qNtnGLCQyyuBoHOE95X7S6Wy2VaXA0AwN8Q3gEAQcuzRRzz3dEazsmIVVSYXeW19dqaX2F1OQAAP0N4BwAEreUN23Yx3x2tIcRuU9/MBElsGQcAaDrCOwAgKJXXOLTxQJkkaUB2osXVIFiw3zsA4EwR3gEAQWnVnhK5TCkrKUrpcRFWl4Mg0d8b3g9bXAkAwN8Q3gEAQck7351ed7Si/pnuf2+7iqpUWFFrcTUAAH9CeAcABKVlu5jvjtYXHxWqbukxkqSVDJ0HADQB4R0AEHQcTpdW7XUHpwEd6HlH62K/dwDAmSC8AwCCzvq8MtU4XEqIClXn1Biry0GQ6Z/lDu/0vAMAmoLwDgAIOkf2d0+UzWZYXA2CjafnffW+UtXVuyyuBgDgLwjvAICgs7xhvvsA5rvDAh1TopUYFaq6epfW5ZVaXQ4AwE8Q3gEAQcU0TS1v2KZrICvNwwKGYXh73xk6DwA4XYR3AEBQcW/RVaewEJt6tYu3uhwEqZwO7lEfKwjvAIDTRHgHAASVZQ3z3fu2T1B4iN3iahCsPD3vy3cXyzRNi6sBAPgDwjsAIKh4FqvLYcg8LNS7fbxCbIYKymu1r7ja6nIAAH6A8A4ACCqexeqY7w4rRYTa1bNh2sZK9nsHAJwGnwnvL7zwgrKzsxUREaHBgwdr6dKlJz13/fr1uuaaa5SdnS3DMPTMM8+0XqEAAL9VWFGrHYWVkqScLFaah7VyGvZ793ygBADAqfhEeH/vvfc0ZcoUPfzww1q5cqX69OmjsWPHKj8//4TnV1VVqVOnTnriiSeUkZHRytUCAPyVZ3Gw7umxio8KtbgaBDvPvHcWrQMAnA6fCO9PP/20br/9dk2cOFE9evTQ9OnTFRUVpVdfffWE5w8cOFB/+tOfdMMNNyg8PLyVqwUA+CvPfPcBDJmHD/D8O9x0sEwVtfUWVwMA8HUhVhdQV1enFStWaOrUqd5jNptNo0eP1uLFi5vtcWpra1VbW+u9XFZWJklyOBxyOBzN9jiwjqcdac/AQHsGFl9pz6U73eG9X2a85bX4M19pT3+XFGlXu4QI7S+p0YqdhRraOdmyWmjTwEJ7BhbaM7CcTTtaHt4LCwvldDqVnp7e6Hh6ero2bdrUbI8zbdo0Pfroo8cd/+abbxQVFdVsjwPrzZ492+oS0Ixoz8BiZXvWOaW1++2SDJXvWKUv9q+yrJZAwe/n2Uu327RfNr03Z6lKNlu/ZRxtGlhoz8BCewaGqqqqM76t5eG9tUydOlVTpkzxXi4rK1NmZqZGjRql5GTrPulG83E4HJo9e7bGjBmj0FDmsvo72jOw+EJ7frfzsFxLlysjLlw3XzlGhmFYUkcg8IX2DBRFSXu08vNNqohI06WX5lhWB20aWGjPwEJ7BpaioqIzvq3l4T0lJUV2u12HDh1qdPzQoUPNuhhdeHj4CefHh4aG8ksQYGjTwEJ7BhYr23PVXvd0qQHZSQoLC7OkhkDD7+fZG9QpRZK0am+p7PYQ2WzWfqhEmwYW2jOw0J6B4Wza0PIF68LCwpSTk6M5c+Z4j7lcLs2ZM0dDhgyxsDIAQCBZttuzvztbxMF3nJMRq6gwu8pr6rU1v8LqcgAAPszy8C5JU6ZM0SuvvKLXX39dGzdu1N13363KykpNnDhRkjR+/PhGC9rV1dUpNzdXubm5qqur0/79+5Wbm6tt27ZZ9RQAAD7M6TK1qiG8s9I8fEmI3aa+mQmS2DIOAHBqlg+bl6Trr79eBQUFeuihh3Tw4EH17dtXs2bN8i5it2fPHtlsRz5nyMvLU79+/byX//znP+vPf/6zLrzwQs2dO7e1ywcA+LjNB8tVXluvmPAQnZMRZ3U5QCM5HRK1aHuRVuwu1k2Ds6wuBwDgo3wivEvSpEmTNGnSpBNed2wgz87OlmlavyIrAMA/LN/t3iKuf4dE2S2eUwwcq38H92iQlXvoeQcAnJxPDJsHAKAlLdvVMN+9A0Pm4Xv6Z7r/Xe4srFRhRa3F1QAAfBXhHQAQ0EzT1LKd7p73ASxWBx8UHxWqrmkxkqSVzHsHAJwE4R0AEND2l1TrYFmNQmyGd2EwwNfkNIwKWcHQeQDASRDeAQABbXnDkPme7eIVGWa3uBrgxDzhnZ53AMDJEN4BAAFt2S73kHnmu8OXecL76n2lqqt3WVwNAMAXEd4BAAFthXd/d+a7w3d1TIlWYlSo6updWp9XanU5AAAfRHgHAASs0iqHNh8qlyQNyKbnHb7LMIwj894ZOg8AOAHCOwAgYK3cUyzTlDqlRCslJtzqcoBT6k94BwCcAuEdABCwPPPd6XWHP8jJcv87Xb67WKZpWlwNAMDXEN4BAAHLs9I8893hD/pkJijEZqigvFb7iqutLgcA4GMI7wCAgFRb71TuvhJJ0gBWmocfiAi1q2e7eEnuKR8AAByN8A4ACEjr9ru33EqODlPHlGirywFOi+eDpiU7iiyuBADgawjvAICAdGTIfKIMw7C4GuD0XNAlWZK0YGsh894BAI0Q3gEAAWlZQ3gfyHx3+JHBHZMVaje0r7hau4uqrC4HAOBDCO8AgIDjdJlavtu90nwO893hR6LDQ9S/YdX5BVsLLK4GAOBLCO8AgICzdn+pSqocio0I0XkNC4AB/mJ41xRJ7qHzAAB4EN4BAAFn3mZ3j+WwLikKsfOnDv5leNdUSdLi7UWqd7osrgYA4Ct4RwMACDjztuRLkkZ2T7W4EqDperWLV3xkqMpr67V6X6nV5QAAfAThHQAQUEqq6pS7t0SSNKIb4R3+x24zjlp1nnnvAAA3wjsAIKAs2Foolyl1T49Vm/hIq8sBzohn6PxC5r0DABoQ3gEAAWXeFndP5YUMmYcfG9bFvWjdqr0lKq9xWFwNAMAXEN4BAAHD5TK94X0kQ+bhxzKTopSdHCWny9Ti7UVWlwMA8AGEdwBAwNh4sEwF5bWKCrMrJ5v93eHfhjVsGbdwG0PnAQCEdwBAAPH0ug/tnKzwELvF1QBnh3nvAICjEd4BAAFj7mbPfPc0iysBzt6Qzsmy2wztKKzUvuIqq8sBAFiM8A4ACAhlNQ6t3F0sSbqwK/Pd4f/iIkLVp328JHrfAQCEdwBAgFi0rUj1LlOdUqKVlRxldTlAs/AMnV/AvHcACHqEdwBAQPDMdx/BKvMIIMMbFq37dluhnC7T4moAAFYivAMA/J5pmpq3OV+SNJL93RFA+mQmKCY8RCVVDq3PK7W6HACAhQjvAAC/ty2/QnmlNQoPsen8TslWlwM0m1C7TUM6u/9NL2DeOwAENcI7AMDveYbMD+6UrIhQtohDYPEMnWfROgAIboR3AIDf824Rx3x3BKBhXdzhfcXuYlXV1VtcDQDAKoR3AIBfq6qr19KdhyUx3x2BqWNKtNolRKrO6dJ3Df/WAQDBh/AOAPBrS3YUqc7pUvvESHVKiba6HKDZGYbB0HkAAOEdAODf5h01ZN4wDIurAVrGMMI7AAQ9wjsAwK/NbVisbmT3NIsrAVrOBZ1TZBjS5kPlOlRWY3U5AAALEN4BAH5rV2GldhdVKdRueLfTAgJRYnSYzmsXL4nedwAIVoR3AIDf8mwRN6BDkmLCQyyuBmhZnlXnF24jvANAMCK8AwD81tzN+ZKkC1llHkHAM+99wdZCmaZpcTUAgNZGeAcA+KUah1OLdxRJYos4BIecDomKDLWrsKJWmw6WW10OAKCVEd4BAH5p2a7DqnG4lB4Xru7psVaXA7S48BC7BndKksS8dwAIRoR3AIBfYos4BCPPvPcFzHsHgKBDeAcA+CXPFnEXdmOLOASPEd3cU0S+21GkGofT4moAAK2J8A4A8Dv7iqu0Lb9CdpvhXcQLCAZd02KUHheu2nqXVuwutrocAEArIrwDAPzO/C3uIcP9MhMUHxlqcTVA6zEMQxd0ObLqPAAgeBDeAQB+x7tFXDdWmUfwGd7Vs997gcWVAABaE+EdAOBX6updWrTds0Uc890RfDw97+v2l6mootbiagAArYXwDgDwKyv3FKuitl7J0WHq2TbO6nKAVpcWG6FzMtzbI37b8EEWACDwEd4BAH5lXsMq8yO6pcpmY4s4BCfv0PmtDJ0HgGBBeAcA+JW5R+3vDgSr4V3d//4XbC2UaZoWVwMAaA2EdwCA3zhUVqONB8pkGEd6HoFgNKhjksJCbDpQWqPtBZVWlwMAaAWEdwCA35jfMGS+d7t4JceEW1wNYJ2IULsGZidKYug8AAQLwjsAwG/M3cKQecDDM3R+4Tb2eweAYEB4BwD4hXqnSwu3ukPKhd0J78Cwhi3jFm8vksPpsrgaAEBLI7wDAPzC6n2lKq12KD4yVH3aJ1hdDmC5Hm3ilBwdpso6p1btKbG6HABACyO8AwD8gmeLuGFdUxRi588XYLMZGtqFLeMAIFjw7gcA4Bfmbc6XxHx34GieXRfmb2XeOwAEOsI7AMDnFVXUas3+UknSSMI74OUJ72v2lai0ymFxNQCAlkR4BwD4vIXbCmWa0rlt4pQWF2F1OYDPaBMfqc6p0XKZ0uId9L4DQCAjvAMAfN7czWwRB5yMZ8u4BQydB4CARngHAPg0l8vUfPZ3B07KM3Se8A4AgY3wDgDwaevzylRUWaeY8BDldEi0uhzA5wzulKwQm6E9h6u0p6jK6nIAAC2E8A4A8GlzG1aZH9o5WWEh/NkCjhUTHqL+DR9sLdjGlnEAEKh4FwQA8Gme/d0v7M6QeeBkhnv3e2foPAAEKsI7AMBnlVY5tHJPsSTmuwOnMqxh3vu32wrlcLosrgYA0BII7wAAn7VwW6FcptQlLUbtE6OsLgfwWb3bJyglJkxlNfXeBR4BAIGF8A4A8Fn/Xr1fkjSKIfPAKdlthq7o206S9NHK/RZXAwBoCYR3AIBPyi+v0ZyN7sXqxuVkWlwN4Puu7u8O77M3HlJplcPiagAAzY3wDgDwSR+t3K96l6l+WQnqnhFrdTmAz+vRJk7nZMSqrt6l/6zNs7ocAEAzI7wDAHyOaZr617K9kqTrB9DrDpwOwzB0Tf/2khg6DwCBiPAOAPA5y3YVa0dhpaLC7LqsT1urywH8xhV928pmSCt2F2tXYaXV5QAAmhHhHQDgc2Yu2yNJ+nHvtooJD7G4GsB/pMVFaHhX9wKPH62i9x0AAgnhHQDgU0qrHfpi7QFJ0vWDGDIPNJVn4bqPVu6Ty2VaXA0AoLkQ3gEAPuXfq/NU43CpW3qM+mUmWF0O4HfG9sxQbHiI9hVXa9muw1aXAwBoJoR3AIBPea9hyPx1AzJlGIbF1QD+JyLUrkvPayOJhesAIJAQ3gEAPmPd/lKt21+mULuhqxtWzQbQdJ6h85+vPaAah9PiagAAzYHwDgDwGf9a7t4e7uKeGUqKDrO4GsB/DcxOUmZSpCpq6/XV+oNWl4MAZJqm6p0u1TicqqytV2m1Q/VOl9VlAQGNJXwBAD6hxuHUxw2rY98wkIXqgLNhsxm6ql97PTtnqz5auV9X9G1ndUnwUbX1Tq3bX6YVuw9recM2nfVOl+pdpuqdpupdppwuV8N30/vdeYLFEENshtokRKh9QpTaJ0aqfaLne6TaJ0UpIy5CdhvToYAzRXgH0Ei906X88lodKK3RgdJqHSip0cGyGu8faZthyGZIhuH+2TCMhp8lQ57rDO/1UWF29WgTp55t4xUfFWrxs4Mv+3LdAZXX1KtdQqQu6JxidTmA37u6Xzs9O2erFmwtUH5ZjdLiIqwuCT6guLJOK3YXa/nuYq3YfVir95Wqrr55eszrXab2Hq7W3sPVJ7z+ZOE+KzlK3TNiFRfB+wTgVAjvQBBxuUwVVtbqQIk7mOd5vpfW6EBJtQ6U1ii/vPaEn6Y3h8ykSPVqG69e7eLVs6070KfGhrfIY8H/zFzqHjJ/3YBM2eiZAc5adkq0cjokasXuYn2Su193jOhsdUloZaZpantBhVbsKtby3Ye1fHexdhRUHndeUnSY+mclakB2onq1jVdkmE12m00hNkN2m3HUd5vsduOEx202qbjSoX3FVdpXXK29h93f95W4v+eVVMvhPHW4z0qKUo82cerRNk4927q/Z8RFsHgp0IDwDgSgGodTOwoqtTW/XNvyK7T1UIW25pdr7+Fq1Z3GfDS7zVBGXITaxEeoTUKk2sRHKDzEJpdpyjQll+l+Q3D0ZffPpky5f/acU1zp0PoDpd4/1nsPV+vLdUfmX6bHhatX23j1bBevXm3j1KtdvNrE0zsUbHYWVuq7nYdlGNK1A1ioDmgu1/RvrxW7i/Xhiv26fXgnQlAQKK9xaObS3fr3JpseWT1XxVWO487pnBqtAR2SlJOdqAEdEtUxJbpZ/m1kxNuVER+hAdnHX+d0mcovr3EH+uIq7Ttc7Q33OwsqlVdaoz2Hq7TncJVmHbVOQ1J0WONA3yZOnVJjGH6PoER4B/xYVV29tue7Q/rWhpC+Lb9cew5X6WSd54YhpcWGq018pNomRKhNvDuct0048j0lJrzZ/yiWVNVpQ16Z1uW5VxNfn1eqHYWVOlRWq0Nl+ZqzKd97rvsPdaxS6w0Nr3EoKZRhdIHOs1Ddhd1S1TYh0uJqgMDxo/Pa6JHP1mvzoXJtOFCmnm3jrS4JLaS0yqFXv92p177dqbKaernXpXYoPMSmPu0TlJOdqJysROV0SFSiBQuC2m1Gw3uOSA3MTjrues/7hA0HyrQhr0zr88q0raBChyvrtHBboRZuK/SeGxFqU/eMuIZpee5gf25GnCLD7K35lIBWR3gH/EBptUPb8iu0Pb/iSG96foX2FZ942JkkxUWEqFt6rLqmx6hLWqy6psWoY0q0MuIjFGpv/Y0mEqLCNLRLioZ2OTKXubK2XhsPlLm3B8tzf9+a7/lDXSTJrq//NF/X5LTX+CHZ6pIW0+p1o+U5nC59sGKfJBaqA5pbfFSoxpybrs/XHtBHK/cT3gPQ4co6/XPhDr2+aLcqausluXvWe0WV6eaxQ9Q3K1lhIb6/wdSJ3ifUOJzacqjcG+Y3HCjTxgNlqqpzavXeEq3eW+I912ZInVJjGgX6nm3j2bkEAYXwDvgI0zRVUF7rDebbPF8FFSoorz3p7VJiwtQlLUZd02IbvseoS3qMUmPCfX54ZHR4iAZkJ2nAUZ/Ae/5Qf7ejUP/4ZpMOVTv1xuLdemPxbo3olqqJQ7N1YbdU5kQHkG825augvFYpMWH6wTnpVpcDBJyr+7fT52sP6NPc/Xrwh+dY8gEuml9Bea3+sWCH3lyyW1V1TknSORmxuvcHXTW6e7JmzfpS/TITFOoHwf1kIkLt6t0+Qb3bJ3iPuVymdhVVasOBhkDfEOwLK2q9753+vTrPe35GXETDOjtHAn37xEiff48EnIhPhfcXXnhBf/rTn3Tw4EH16dNHzz33nAYNGnTS899//3397ne/065du9S1a1c9+eSTuvTSS1uxYqDpahxO7S+p1q7CykYBfVt+hcpr6k96uzbxEeqSFqPOqTHqmn4krAfaJ8qeP9Tnpkcr9fB6JZwzWG99t1dzNuVr/pYCzd9SoOzkKI0fkq1xA9qzMm0AeG+Ze8j81f3b+0XvEOBvRnRLVUpMmAor6rRgawEfkvm5/LIavTx/h97+brdqHO51bHq2jdN9F3XVmHPTZbMZcjiOn+ceKGw2Q51SY9QpNUaX9W7rPZ5fVqP1DUPu3YG+VLuKqnSwzL1rztHT82IjQnRumzh1SYtRp5RodUqNVseUGGUmRiqED7fgw3wmvL/33nuaMmWKpk+frsGDB+uZZ57R2LFjtXnzZqWlpR13/qJFi3TjjTdq2rRpuuyyy/TOO+/oyiuv1MqVK9WrVy8LngHgVuNwHlmMpdi9GMv+kiOXT9WLbjOkDsnR6pwaoy5pR746p0YrNghDqmFIF3RO1shzMrSnqEpvLN6l95bv1a6iKv3+Pxv0l683a1xOe40fmq3OqQyp90cHS2v0zWb3G6rrBjBkHmgJoXabLu/TTq9+u1MfrtxPePdTeSXVennedr27bK93a7c+mQn6xUVdNKp7WtD3JKfFRSgtLkKjuh/JDeU1Dm06WK71+0u9PfVbDpWrvKZeS3ce1tKdhxvdR6jdUFZSlDqmuN97dUyJbvigIFrJ0WFB/xrDej4T3p9++mndfvvtmjhxoiRp+vTp+vzzz/Xqq6/qwQcfPO78v/3tb7rkkkv0q1/9SpL0hz/8QbNnz9bzzz+v6dOnt2rtCA619U6VVDl0uLJOxZV1Kq5yqKiytiGYN4T04moVVpw8nHtEhdmVlRTVKKB3SYtRdnK0IkJZbOVEspKj9NvLeuiXY7rp41X7NWPRLm3Lr9Dri3frdYbU+60PV+6Ty5QGZieypgHQgq7u7w7vszccUmm1Q/GRwfeBsL/ae7hKL83brveX75XD6V6NdkCHRN13UVcN75pCoDyF2IhQDcxOarRAXl29S9vyK7TpYJl2FFRqZ2GlthdUaFdRpWocLm0vqNT2gkr9d+Ox9xXiDvIp0cpMjFRqXIRSY8KVGhuutFj3d97DoaX5RHivq6vTihUrNHXqVO8xm82m0aNHa/HixSe8zeLFizVlypRGx8aOHatPPvnkhOfX1taqtvZIqCorK5MkXfb8IoVGRnuPGzr+P8AT/Z9oHHed0eiy0ejnY64z3EdsNvd1NsN9A1vDccNoOKaGY8aR73bDkM1muL8bOvJzw3e7rfExm6FG+3SGNny32wyF2m1H/Xxkv84Qm+3Iz3ZDIXabQht+DrW778vzPcRuU4jdUJj3svv2oUftAdpaf1Q8Q8SOHSrmcLpUW9/w5XB6f65p+Lmu3qWK2nodrnKouLJOJdUOFVc6VFzlDuglDd8rG+aTnY7ocLvaJ0SqXUKk2iVGqn2CexX39gmRapcYoYTI0JO8Li45HN+/lVswOFl7htmk63Pa6rr+bbRox2G9sXiPvmkYTj9/S4E6JEVp/JAs3TCAIdi+5ETt6XKZmrl0jyRpXP+2AT3MM9Cc7PcTvqtbaqS6p8do86EK/XvVPt0wsPGWjLSp79lfUq3nv9mhT3LzVN+whczgjomaNLKzBndMlGEYqq8/8XQ72vPkDEldUyPVNbXxziYul6mDZTXaWVSlnYWV2lFYpV2F7nC/v7RG5TX1xy2Sd6y4iBClxIQrNTbMG+w9P6fEhCslJkzR4XZFhdoVGWZXRIj9tDocfLU9TdOU02WqzulSXb0ph9OlOqdLDqdLjnrzyM9O93X1LlOOes85ZqPrjv7Z6XLfb/1JvjtdrhNeZzZsVXxkK2P3dZ6fj2x1fOxl9zmSZErenyX3cdP7fCWz4dLRx5uqvrrijF9zwzTNM33cZpOXl6d27dpp0aJFGjJkiPf4/fffr3nz5um777477jZhYWF6/fXXdeONN3qPvfjii3r00Ud16NCh485/5JFH9Oijjx53PHPyv2QLj2qmZ4ITscl0f9BgSPaG740uq/GxU/0XZp7kZ8n9S1RvSvUuydHwVe+SXKe8x6Y/l6hQKTpEigmRokNNJYRJSeGmksKl5AhTiWFSVMiJP/RByyiskRYctOm7fEPVTvcL3zbK1E2dncqkM9dnbSk19MIGuyLspn6f41Q4HRZAi/pfnqFPd9vVMdbU5F6n/4E0Wt+qQkMzd9hU0/A3rXu8S2Pbu9Q5zuLCgpTDJRXUSAXVhvJrpOJaQ+UOqazOUJlDKquT6s0ze+MXZjMVapPC7e4OijCbFGY3G767L4fbJM9U/IY+P+mo98wnvHzUcZcpORu+XK6jfj7q+NFf7uOGnA3net5f15uS85jvZjO+zw4Wrtoq7X3mOpWWliourmm/1D7R894apk6d2qinvqysTJmZmfrnT/ooPiHxBEGw8ZFGodH7yYzZ6PLR1x973bGf2JhHffJjNjye+5j7es8nQZ5PdTyfDrlcppym2fBJl+Q0Te+xI98lp8tsuM3Rn1K5f653Nnx3ueT0/uy+/uhPuxwuU/WeT8mcR36ud7rkaDjXc1+eT9NO9FGQS4Z7z3HLPyaSwkJsigixKdzzFWpXeIhNUWF2JUaFKSk6VIlRYUqIClVi1JGfkxq+x4aHMCS7lTgcDs2ePVtjxoxR6Gns8z5e7q3nPsnN09/+t115VQ79dX2o7hierXtGdlY4vfCWOlF7/vf9NZIO6sr+mbrqxz2sLRBN0tTfT/iGnLIaffbn+dpZbqjn+SPVIelI5wVt6htqHE798cvNenere/vMfpnxmvrD7uqXmdCk+6E9W5dpmiqvqVdBRZ0KymtVUFHb8L1OheW1yq+oVWF5nQora1VV5/QuNChJdS5DdS6pstEgCv98r2kYUpjdplC7exRuWMP3UM+xkCOjd48+z3O9e5Rv41HAR3/3/nzUOZ5jNs8IZMPwjmK2Nfru/tmwHTnmHd3cULsho1Hnm+fYkZ/lHTl77AcmTVFaUqwxz5zZa+wT4T0lJUV2u/24HvNDhw4pIyPjhLfJyMho0vnh4eEKDw8/7nj/7GQlJyefYeU4lvOoIO/+YMB1guEuLu+HCI2vc38YcKxje7CPntpw9HX19fVauew7jRoxTNERYQoPsSsi1KbwELvCQ20Ks9sI3n4oNDT0tN94JISGasKwzvpx3/Z66N/r9fmaA3pp3k7N2VSgP43roz5NfPOD5udpz5KqOn21wb1Q3U2DO/Dm0k815fcT1mufHKphXVM1f0uBPltzSL8c0+24c2hT62zLr9Ckd1Zq08FyGYb085Gd9cvR3c5q9XPas/Ukh4UpOS5K55zGuS6XqZp6p6rqnKquc3+vqqtXtePI5eqGY1UOpyprHNq0ZZs6deokm83WuONPJ+k4NE3vdSF2wzvdNfSoaa+e6bKhDdNkPVNjPVNqQ2w2hYW4v0Lt7o6vUPvRxwyF2+0KDXGH8dacLuvPiorO/HfaJ8J7WFiYcnJyNGfOHF155ZWSJJfLpTlz5mjSpEknvM2QIUM0Z84cTZ482Xts9uzZjYbdo/W5PwGzZuyrw+FQyWb3din8oQpuyTHheuGm/rrsvAP63afrtOVQha568VvdMaKzJo/uyoIyPuCTVftVV+/SuW3idF67eKvLAYLGNf3baf6WAn20ap9+cVFXPtT2ER+u2KfffrJO1Q6nUmLC9PR1fTWiW6rVZaGF2GyGosJCFBV2elHM4XDoi9otunRsN97jBjmfGUc6ZcoUvfLKK3r99de1ceNG3X333aqsrPSuPj9+/PhGC9r94he/0KxZs/SXv/xFmzZt0iOPPKLly5efNOwDCD4/PK+Nvv7lhbqib1u5TGn6vO360bMLtGJ3sdWlBTXTNDWzYW/3GwZm8ik90Iou7pGhmPAQ7T1creX8X2i5ytp6/d+/Vuv/3l+taodTQzsn64tfDCe4Azghnwnv119/vf785z/roYceUt++fZWbm6tZs2YpPd29F+mePXt04MAB7/lDhw7VO++8o7///e/q06ePPvjgA33yySfs8Q6gkaToMP3thn76+y05So0N1/aCSo2bvkiPf75BNQ4WbLLCmn2l2nSwXGEhNl3Zt53V5QBBJTLMrkvPc08x/GjlPourCW4bD5Tp8ucX6sOV+2QzpP8b001v3jZYabERVpcGwEf5xLB5j0mTJp2053zu3LnHHbv22mt17bXXtnBVAALBxT0zNKhjkn7/nw36aOV+vbJgp/67MV9PjevdaP9XtLz3lrt73X/YK0PxUQz/A1rbNf3b61/L9+nzNQf0yOU9mUrUykzT1LtL9+rRz9artt6l9LhwPXtDPw3uxBpMAE7NZ3reAaClJUS55xG+OmGA0uPCtbOwUte9vFiPfrZeVXUn3isXzauqrl7/zs2TJF0/MNPiaoDgNDA7Se0TI1VeW6+vNxy/vS5aTnmNQ/e+u0q//nitautdGtk9VV/cN5zgDuC0EN4BBJ0fnJOur395oa4b0F6mKb327S798G8LtGRHkdWlBbwv1x1SRW29OiRH6fyOvFkFrGCzGbq6n3vKCkPnW8+afSX60bML9Z81BxRiM/TrS8/Rq7cOVHLM8bshAcCJEN4BBKX4yFA9Na6PZkwcqDbxEdpdVKUb/r5Ef/jPBtU7Xd9/Bzgj76/YL0m6bkAmq1wDFrqqf3tJ0vwtBcovr7G4msBmmqZeXbhT17y0SHsOV6ldQqT+ddcQ3TGiM/8PAmgSwjuAoDaye5q+/uUI3TgoS5L0z4U7NeG1ZSqpqrO4ssBzsEpasadEdpuhcTntrS4HCGodU6KV0yFRLlP6dFWe1eUErPIah+54c4V+/58NcjhNXdIzQ1/cN1z9sxKtLg2AHyK8Awh6sRGhmnb1eZr+kxxFhdm1cFuhrnzhW23Lr7C6tIDyXb77T86o7qlKj2M1ZcBqV/d3D53/kKHzLaKgvFY3/H2JZm84pDC7Tb+/oqde+kl/FuoEcMYI7wDQ4JJeGfrw7qFqlxCpXUVVuuqFb/XN5nyrywoIdfUuLS1wDw+9fmCWxdUAkKTLzmursBCbNh0s18YD5VaXE1D2FFVp3PRFWp9XppSYML1/1xCNH5Itw2CYPIAzR3gHgKOc2yZOn066QAOzE1VeW6/bZizTPxbskGmaVpfm1/63uUAV9YbSYsM1qnuq1eUAkBQfFaox56ZLkj7JZeh8c1mfV6qrX1qk3UVVykyK1Ad3DVWfzASrywIQAAjvAHCMlJhwvf2z83X9gEy5TOmxzzfqVx+sUW290+rS/Nb7K9zDcq/u11Yhdv70AL7CM3T+32sOyMlnlGdt8fYi3fDyEhVW1OrcNnH68K6hyk6JtrosAAGCd1AAcAJhITY9cc15evjHPWQzpA9W7NNNr3yngvJaq0vzO0t2FGn+Vvc2fOMaggIA3zCiW6qSo8NUWFGnTSUM6T4bX649oFtfXary2noN7pik9+48X2ms7wGgGRHeAeAkDMPQxAs6asbEQYqNCNGK3cW64vmFWre/1OrS/EZ1nVMPfLhGkjQ0zaUOyVEWVwTgaKF2m67o6/5Q7et9NrlcdL+fibe/262fv7NSdU6XLumZodd/OkhxESxMB6B5Ed4B4HuM6JaqT++5QJ1SopVXWqNrpy/Wl2sPWF2WX/jz15u1u6hKGXHhuqKDy+pyAJzAHSM6KTrMrl0Vhj5Yud/qcvyKaZr623+36jcfr5NpSjcOytILN/dXRKjd6tIABCDCOwCchk6pMfr4ngs0oluqqh1O3f32Sj3z3y30Up3Cit3FevXbnZKkx67ooYgQiwsCcEIZ8RH6xUVdJEl/+nqrDlfWWVyRf3C6TD306Xr99b9bJEn3XdRVf7yql+w2ph8AaBmEdwA4TfGRoXr11gH66QUdJUnP/HerJr27UlV19RZX5ntqHE7d/8FqmaZ0Tf/2urAbK8wDvuyWwZlqG2WqpNqhp2Ztsrocn1db79R9767Sm0t2yzCkP1zRU1PGdGMrOAAtivAOAE0QYrfpoR/30FPX9Fao3dAXaw/q2umLlVdSbXVpPuXZOVu1vaBSqbHh+t1l51pdDoDvEWK36dqO7h01Zi7bqxW7iy2uyHeV1zg08bVl+nztAYXZbXr+xv66ZUi21WUBCAKEdwA4A9cNzNQ7t5+v5Ogwrc8r0+XPf6uVe3izK0lr95Xq5fk7JEmPXdlLCVFhFlcE4HR0ipOu6d9WkvTbT9ap3sk6FccqKK/VDX9fokXbixQTHqIZEwfqR73bWF0WgCBBeAeAMzQwO0mfTrpA57aJU2GF+w3dp7nBvdhTXb1Lv/pgtZwuU5f1bqOxPTOsLglAE/zq4m6KjwzVxgNlemPxbqvL8Sl7iqo0bvoirc8rU0pMmGbecb6GdkmxuiwAQYTwDgBnoX1ilD64a4jG9EhXXb1Lv5iZq6e/3hy0C9m9NHe7Nh0sV1J0mB69vKfV5QBoouToMD1wyTmSpKdnb1F+WY3FFfmG9XmluvqlRdpdVKWspCh9cNdQ9WoXb3VZAIIM4R0AzlJ0eIhe/kmO7rywkyTp2f9t073vrlJ1ndPiylrXpoNlev6brZKkRy7vqeSYcIsrAnAmbhiYqT6ZCaqorddjn2+0uhzLLd5epBteXqLCilqd2yZOH9w9RNkp0VaXBSAIEd4BoBnYbIam/vBc/WmceyG7z9ce0PV/Xxw0vVb1Tpfu/2CNHE5TY3qk68fMAQX8ls1m6PEre8lmSP9enadvtxVaXZJlvlx7QLe+ulTltfUa3DFJ7915vtJiI6wuC0CQIrwDQDO6dkCm3rptsBKjQrVmX6kuf/5brdtfanVZLe4fC3dqzb5SxUWE6LEre7FdEuDnerWL1y3nd5Ak/e7TdaqtD66RRJL09ne79fN3VqrO6dIlPTP0+k8HKS4i1OqyAAQxwjsANLPBnZL1yT0XqEtajA6W1eja6Ys1a91Bq8tqMdsLKvT07C2SpN9d1kPpcfRKAYFgysXdlRITrh0FlfrHgp1Wl9NqTNPU3/67Vb/5eJ1MU7ppcJZeuLm/IkLtVpcGIMgR3gGgBXRIjtZHPx+q4V1TVO1w6q63VujFudtkmoG1kJ3TZer+D9aort6lEd1SNS6nvdUlAWgm8ZGh+u2PzpUkPfe/rdp7uMriilqe02XqoU/X66//dX8ged9FXfX4lb1ktzGaCID1CO8A0ELiIkL12oSBunWIe+jpU7M26//eXx1Qw0/fWLxLK3YXKzrMrmlXn8dweSDAXNG3rc7vlKQah0uPfrbB6nJaVG29U/e+u1JvLtktw5D+cEVPTRnTjf/XAPgMwjsAtKAQu02PXtFLv7+ip+w2Qx+t3K+f/OM7FVXUWl3aWdtTVKWnZm2WJE299Fy1S4i0uCIAzc0wDP3hil4KsRn678ZDmr3hkNUltYjyGocmvrZMX6w9qDC7Tc/f2F+3DMm2uiwAaITwDgCtYPyQbL02YaBiI0K0bFexrnzxW205VG51WWfMNE098OEaVTucOr9Tkm4alGV1SQBaSNf0WP1suHsrzEf+vT7gtsEsKK/VDX9fokXbixQTHqIZEwfqR+yYAcAHEd4BoJWM6Jaqj38+VB2So7T3cLWueXGR5m7Ot7qsM/Lu0r1avKNIEaE2PXlNb9mYDwoEtPsu6qK28RHaX1Kt57/ZanU5zWZ3UaXGTV+k9XllSokJ08w7ztfQLilWlwUAJ0R4B4BW1CUtVp/8/AIN6pik8tp6/XTGMv19/nY5Xf6zkF1eSbX++MVGSdKvxp6jDsnRFlcEoKVFhYXooR/3lCT9ff4ObS+osLiis7duf6mueWmxdhdVKSspSh/cNVS92sVbXRYAnBThHQBaWWJ0mN66bbCuG9BeLlP64xebdM1Li7TpYJnVpX0v0zT164/XqqK2Xv2zEjRhaLbVJQFoJWN7pmtU91Q5nKYe+nSdX++esWh7oW74+xIVVtTq3DZx+uDuIcpO4YNIAL6N8A4AFggLcQ83f/yqXooJD1Hu3hJd9uxCPTVrk2ocvjuf9KOV+zV3c4HCQmx6alwftk8CgohhGHr08l4KD7Hp221F+mzNAatLOiNfrD2gCa8uU0VtvQZ3TNJ7d56vtNgIq8sCgO9FeAcAixiGoZsHd9B/p1yosT3TVe8y9eLc7brkmflatK3Q6vKOc6C0Wr//j3urqMmju6pLWozFFQFobVnJUbpnVBdJ0mP/2aDyGofFFTXNW0t26553VqrO6dIlPTP0+k8HKS4i1OqyAOC0EN4BwGIZ8RF6+ZYBmv6THKXHhWtXUZVu+sd3+n/vr1ZxZZ3V5amu3qV/LNihi/86X6XVDp3XLl53NKw8DSD43DGikzqmRCu/vFZ/ne0fi9eVVjv0q/dX67efrJNpSjcNztILN/dXRKjd6tIA4LQR3gHAR1zSK0Ozp1yoW87vIMOQPlixTxc9PU+frNpv2dzSbzbl65Jn5uuxzzeqvKZePdvG6dkb+ynEzp8PIFhFhNr16OXuxetmLNqp9XmlFld0anM352vsX+fr/RX7ZBjukUOPX9mLaT8A/A7vvgDAh8RFhOoPV/bSB3cNUbf0GB2urNPk93J162vLtPdwVavVsS2/Qre+ulQTZyzTjsJKpcSE6clrztO/Jw1TRxZ1AoLeiG6p+tF5beQypV9/tFaHfWCU0LHKahy6/4PVmvDaMh0sq1F2cpT+decQTR7dTYZBcAfgfwjvAOCDcjok6T/3Dtf/jemmMLtN87cUaMxf5+nv87er3ulqscctrXLo959t0CXPzNe8LQUKtRu6c0QnffP/Rur6gVn0VAHw+t1lPRQTHqLV+0o15ul5+vfqPJ9ZgX7elgKN/et8/Wu5u7d94gXZ+vIXIzQwO8nq0gDgjIVYXQAA4MTCQmy696KuurR3G/36o7X6budh/fGLTfo0N09PXN1b57Vvvv2InS5T7y7do798vVnFVe4FqEafm6bf/KgHPe0ATigjPkLv3D5Y/+/91dpyqEL3vbtKn67ar8eu6qU28ZGW1FRe49Djn2/UzGV7JUkdkqP0p3F9NKgjoR2A/yO8A4CP65wao5l3nK/3l+/T419s1Pq8Ml3xwkJNGNpRY3umq0tajJJjws/4/hdtL9TvP9ugTQfLJUld02L0u8t6aES31OZ6CgACVO/2CfrPvcP10tztev6brZqzKV/fPT1fUy89RzcOzJKtFUfrLNhaoAc+WKO80hpJ0oSh2br/ku6KCuPtLoDAwP9mAOAHDMPQdQMzNeqcNP3+Pxv02eo8vfrtTr367U5JUlJ0mLqkxqhzWoy6psWoS1qMuqbHKCMu4qRzO/certLjn2/UrPUHJUnxkaH65eiuuvn8DgplQToApyksxKZfjO6qH56Xofs/WKPcvSX6zcfr9O/cPD1xTe8WH71TXuPQH7/YpHeX7pEkZSVF6alxvXV+p+QWfVwAaG2EdwDwI6mx4Xruxn66un87vbl4t7YcKte+4modrqzT0srDWrrrcKPzY8JD1DktRl1SGwJ9WoyyU6L08ar9emXBTtXVu2S3Gbp5cJZ+ObqbEqPDLHpmAPxdt/RYfXj3UM1YtEt//mqzvtt5WJc8M1+/HNNNPxvWsUV2qVi4tVAPfLhG+0uqJUm3DumgB354Dr3tAAIS/7MBgB8a1T1No7qnSZKq6uq1o6BS2/IrtC2/Qlvzy7Utv0K7i6pUUVuv1XtLtHpvyQnv54IuyXrosp7qnhHbitUDCFR2m6HbhnXUxT3SNfWjtVq4rVBPfLlJ/1mTpyev6a2ebZtnrY6K2nr98YuNeuc7d297ZlKknrqmj4Z0prcdQOAivAOAn4sKC1GvdvHq1a7xm+K6epd2Fx0d6t3fdxRWqF1CpB645ByN6ZHOlkkAml1mUpTevG2Q3l+xT4/9Z4PW7S/T5c9/q7su7KR7f9BVEaH2Jt2faZoqqqzTrsJKbc2v0PP/2+btbR8/pIMeuOQcRYfzthZAYON/OQAIUGEhNnVNj1XX9Ma96qZpEtgBtDjDMHTdgEyN7J6qhz9dry/XHdQL32zXl+sO6slrep9w27ayGod2FVZq51FfuwortaOwUuU19Y3ObZ8YqafG9dbQzimt9ZQAwFKEdwAIMgR3AK0pLTZCL/0kR7PWHdDvPl2vHQWVunb6Yt00OEvtEyO1s6BSu4rcQb2wou6k92MYUtv4SHVMiVb/rATdeWFnetsBBBX+xwMAAECLu6RXGw3plKLHv9igfy3f552vfqyUmHB1SolWdkqUOqbEqGNKtDqmRKtDclSTh9sDQCAhvAMAAKBVxEeF6qlxfXR5n3aasWiXYsLt6pji3gWjU8P32IhQq8sEAJ9EeAcAAECrGtY1RcO6MlcdAJqi+TfcBAAAAAAAzYrwDgAAAACAjyO8AwAAAADg4wjvAAAAAAD4OMI7AAAAAAA+jvAOAAAAAICPI7wDAAAAAODjCO8AAAAAAPg4wjsAAAAAAD6O8A4AAAAAgI8jvAMAAAAA4OMI7wAAAAAA+DjCOwAAAAAAPo7wDgAAAACAjyO8AwAAAADg4wjvAAAAAAD4OMI7AAAAAAA+jvAOAAAAAICPC7G6AKuYpilJKi8vV2hoqMXVoDk4HA5VVVWprKyMNg0AtGdgoT0DC+0ZeGjTwEJ7BhbaM7CUl5dLOpJHmyJow3tRUZEkqWPHjhZXAgAAAAAIJkVFRYqPj2/SbYI2vCclJUmS9uzZ0+QXDb6prKxMmZmZ2rt3r+Li4qwuB2eJ9gwstGdgoT0DD20aWGjPwEJ7BpbS0lJlZWV582hTBG14t9nc0/3j4+P5JQgwcXFxtGkAoT0DC+0ZWGjPwEObBhbaM7DQnoHFk0ebdJsWqAMAAAAAADQjwjsAAAAAAD4uaMN7eHi4Hn74YYWHh1tdCpoJbRpYaM/AQnsGFtoz8NCmgYX2DCy0Z2A5m/Y0zDNZox4AAAAAALSaoO15BwAAAADAXxDeAQAAAADwcYR3AAAAAAB8HOEdAAAAAAAfR3g/Rm1trfr27SvDMJSbm2t1OThDl19+ubKyshQREaE2bdrolltuUV5entVl4Qzs2rVLt912mzp27KjIyEh17txZDz/8sOrq6qwuDWfo8ccf19ChQxUVFaWEhASry8EZeOGFF5Sdna2IiAgNHjxYS5cutboknKH58+frxz/+sdq2bSvDMPTJJ59YXRLO0LRp0zRw4EDFxsYqLS1NV155pTZv3mx1WTgLL730knr37q24uDjFxcVpyJAh+vLLL60uC83kiSeekGEYmjx58mnfhvB+jPvvv19t27a1ugycpVGjRulf//qXNm/erA8//FDbt2/XuHHjrC4LZ2DTpk1yuVx6+eWXtX79ev31r3/V9OnT9etf/9rq0nCG6urqdO211+ruu++2uhScgffee09TpkzRww8/rJUrV6pPnz4aO3as8vPzrS4NZ6CyslJ9+vTRCy+8YHUpOEvz5s3TPffcoyVLlmj27NlyOBy6+OKLVVlZaXVpOEPt27fXE088oRUrVmj58uX6wQ9+oCuuuELr16+3ujScpWXLlunll19W7969m3Q7too7ypdffqkpU6boww8/VM+ePbVq1Sr17dvX6rLQDP7973/ryiuvVG1trUJDQ60uB2fpT3/6k1566SXt2LHD6lJwFmbMmKHJkyerpKTE6lLQBIMHD9bAgQP1/PPPS5JcLpcyMzN177336sEHH7S4OpwNwzD08ccf68orr7S6FDSDgoICpaWlad68eRoxYoTV5aCZJCUl6U9/+pNuu+02q0vBGaqoqFD//v314osv6rHHHlPfvn31zDPPnNZt6XlvcOjQId1+++168803FRUVZXU5aEaHDx/W22+/raFDhxLcA0RpaamSkpKsLgMIOnV1dVqxYoVGjx7tPWaz2TR69GgtXrzYwsoAHKu0tFSS+HsZIJxOp2bOnKnKykoNGTLE6nJwFu655x796Ec/avS39HQR3iWZpqkJEyborrvu0oABA6wuB83kgQceUHR0tJKTk7Vnzx59+umnVpeEZrBt2zY999xzuvPOO60uBQg6hYWFcjqdSk9Pb3Q8PT1dBw8etKgqAMdyuVyaPHmyLrjgAvXq1cvqcnAW1q5dq5iYGIWHh+uuu+7Sxx9/rB49elhdFs7QzJkztXLlSk2bNu2Mbh/Q4f3BBx+UYRin/Nq0aZOee+45lZeXa+rUqVaXjFM43fb0+NWvfqVVq1bp66+/lt1u1/jx48UsEd/R1PaUpP379+uSSy7Rtddeq9tvv92iynEiZ9KeAICWcc8992jdunWaOXOm1aXgLHXv3l25ubn67rvvdPfdd+vWW2/Vhg0brC4LZ2Dv3r36xS9+obffflsRERFndB8BPee9oKBARUVFpzynU6dOuu666/TZZ5/JMAzvcafTKbvdrptvvlmvv/56S5eK03C67RkWFnbc8X379ikzM1OLFi1iqJGPaGp75uXlaeTIkTr//PM1Y8YM2WwB/dmj3zmT30/mvPufuro6RUVF6YMPPmg0L/rWW29VSUkJI5z8HHPeA8OkSZP06aefav78+erYsaPV5aCZjR49Wp07d9bLL79sdSlook8++URXXXWV7Ha795jT6ZRhGLLZbKqtrW103YmEtHSRVkpNTVVqaur3nvfss8/qscce817Oy8vT2LFj9d5772nw4MEtWSKa4HTb80RcLpck91aA8A1Nac/9+/dr1KhRysnJ0WuvvUZw90Fn8/sJ/xEWFqacnBzNmTPHG/BcLpfmzJmjSZMmWVscEORM09S9996rjz/+WHPnziW4ByiXy8X7WT910UUXae3atY2OTZw4Ueecc44eeOCB7w3uUoCH99OVlZXV6HJMTIwkqXPnzmrfvr0VJeEsfPfdd1q2bJmGDRumxMREbd++Xb/73e/UuXNnet390P79+zVy5Eh16NBBf/7zn1VQUOC9LiMjw8LKcKb27Nmjw4cPa8+ePXI6ncrNzZUkdenSxfv/L3zXlClTdOutt2rAgAEaNGiQnnnmGVVWVmrixIlWl4YzUFFRoW3btnkv79y5U7m5uUpKSjru/RF82z333KN33nlHn376qWJjY73rUMTHxysyMtLi6nAmpk6dqh/+8IfKyspSeXm53nnnHc2dO1dfffWV1aXhDMTGxh63BoVnfa7TXZuC8I6AExUVpY8++kgPP/ywKisr1aZNG11yySX67W9/q/DwcKvLQxPNnj1b27Zt07Zt2477MC2AZ/0EtIceeqjRdKR+/fpJkr755huNHDnSoqpwuq6//noVFBTooYce0sGDB9W3b1/NmjXruEXs4B+WL1+uUaNGeS9PmTJFknsqxIwZMyyqCmfipZdekqTj/h997bXXNGHChNYvCGctPz9f48eP14EDBxQfH6/evXvrq6++0pgxY6wuDRYJ6DnvAAAAAAAEAiaOAgAAAADg4wjvAAAAAAD4OMI7AAAAAAA+jvAOAAAAAICPI7wDAAAAAODjCO8AAAAAAPg4wjsAAAAAAD6O8A4AAAAAgI8jvAMAAAAA4OMI7wAAAAAA+DjCOwAAAWTkyJGaPHnySS+3xmO21G2aU1FRkdLS0rRr165mv+8bbrhBf/nLX5r9fgEAwY3wDgDACUyYMEGGYeiJJ55odPyTTz6RYRgWVdV0H330kf7whz9YWsOJgrrVdT3++OO64oorlJ2d7T32y1/+UldfffVx506cOFG//e1v9dVXX8kwjFN+ff311/rtb3+rxx9/XKWlpa34jAAAgY7wDgDASUREROjJJ59UcXFxs91nXV1ds93X6UhKSlJsbGyrPubpsLKuqqoq/fOf/9Rtt93W6PjSpUs1YMCARsecTqf+85//6PLLL9eIESN04MAB71dycrJ+97vfNTp20UUXqVevXurcubPeeuut1nxaAIAAR3gHAOAkRo8erYyMDE2bNu2k59TW1uq+++5TWlqaIiIiNGzYMC1btsx7/ciRIzVp0iRNnjxZKSkpGjt2rPf4vffeq8mTJysxMVHp6el65ZVXVFlZqYkTJyo2NlZdunTRl19+2ejxZs2apWHDhikhIUHJycm67LLLtH379pPWd3Sv965du07YWzxy5EhJksvl0rRp09SxY0dFRkaqT58++uCDDxrdX2VlpcaPH6+YmBi1adPme4eHT5gwQfPmzdPf/vY37+Pt2rXrhMP7z+T1OJ2aj/XFF18oPDxc559/viT3ByqhoaFatGiRfvOb38gwDO91ixYtUmhoqAYOHKjIyEhlZGQoIyNDTqdTRUVFGj58uPdYRkaG7Ha7JOnHP/6xZs6ceco6AABoCsI7AAAnYbfb9cc//lHPPfec9u3bd8Jz7r//fn344Yd6/fXXtXLlSnXp0kVjx47V4cOHvee8/vrrCgsL07fffqvp06c3Op6SkqKlS5fq3nvv1d13361rr71WQ4cO1cqVK3XxxRfrlltuUVVVlfc2lZWVmjJlipYvX645c+bIZrPpqquuksvl+t7nk5mZ2aiXeNWqVUpOTtaIESMkSdOmTdMbb7yh6dOna/369frlL3+pn/zkJ5o3b573Pn71q19p3rx5+vTTT/X1119r7ty5Wrly5Ukf829/+5uGDBny/9u7v5Cm2jgO4F+n02wWuGniTC1GRLZVWzCDZoPKCmoJeSVhhmbQVQhbf4iCbJDpXV0EedNNEEKsVqOsS7OYWTMciGkgizRKkVCmzvR5L3p3cG2zM/V928v7/YDg+e358zvHC/ntOec5qK+vl+YtLCyM2XYp10NOzr/q6OjAzp07peO0tDR0dnYCAHp6ejAyMoJnz54BANxuN2w2W9SjEj6fDwBgMplizmE2m9HV1YWZmZm4eRARESVEEBERUZSamhpRUVEhhBBi165dora2VgghhMvlEuF/n5OTk0KpVIp79+5J/UKhkNBqtaK5uVkIIYTVahVGozFqfKvVKiwWi3T848cPoVKpRHV1tRQbGRkRAMTr16/j5vnt2zcBQPT29krjnj17NmKehcdhU1NTorS0VBw5ckTMzc2J6elpsXr1avHq1auIdnV1daKqqkoIIcTExIRIT08XbW1t0udjY2MiMzMz5hyL5RArz0Svh5ycY6moqJD+nmEul0toNJqotps2bRJPnjyJil+9elUUFhbGneP9+/cCgBgaGorbhoiIKBFpf/SbAyIiov+AGzduYO/evbDb7RHxjx8/YnZ2Frt375ZiSqUSZrMZfX19UmzhKu9C27Ztk35PTU2FRqOBwWCQYnl5eQCAr1+/SrGBgQFcuXIFXq8Xo6Oj0op7IBCAXq+XfU61tbWYmJjAixcvoFAoMDg4iGAwiPLy8oh2oVAIRqNROt9QKITS0lLpc7Vajc2bN8uedzGJXg85OccyNTWFVatWRcR8Ph+2b98eEevr68Pw8DD27dsXNca7d+/irroDQGZmJgBE3CVARES0HCzeiYiIfmPPnj04ePAgLl68iJMnTybcX6VSxYwrlcqI45SUlIhY+FbthbfE22w2FBcXo7W1FVqtFvPz89Dr9QlthOd0OtHe3o6uri5p07jJyUkAgMfjQUFBQUT7jIwM2WMvR6LXY6k55+TkRG1C2NPTE1W8u91ulJeXRxX6wM/i/dSpU3HnCD82kZubG7cNERFRIli8ExERydDU1IQdO3ZErDLrdDrpWfbi4mIAwOzsLN68efOPvMN8bGwM/f39aG1tRVlZGQDg5cuXCY3x4MEDNDY24unTp9DpdFK8pKQEGRkZCAQCsFqtMfvqdDoolUp4vV4UFRUBAMbHx/Hhw4e4fQAgPT0dc3NzCeUph5ycYzEajVE7wff29qKysjIi9ujRI5w+fTqq/+joKD59+rToyrvf78f69euRk5MjOy8iIqLFsHgnIiKSwWAw4Pjx47h586YUU6lUOHPmDBwOB9RqNYqKitDc3IxgMBj1GrKVkJ2dDY1Ggzt37iA/Px+BQAAXLlyQ3d/v9+PEiRM4f/48tm7dii9fvgD4WVyr1WrY7XY0NDRgfn4eFosF379/R2dnJ9auXYuamhpkZWWhrq4ODocDGo0G69atw6VLl6BQLL7/7YYNG+D1ejE0NISsrCyo1eplXYewNWvW/DbnWMJ3UYyPjyM7OxvAz9X8/v5+DA8PQ6VSYWZmBt3d3XC73VH9wxv0LVa8d3R04MCBAytwlkRERD9xt3kiIiKZGhsbo3Z1b2pqQmVlJaqrq2EymTA4OIj29napKFxJCoUC9+/fx9u3b6HX69HQ0ICWlhbZ/bu7uxEMBuF0OpGfny/9HDt2DABw7do1XL58GdevX8eWLVtw6NAheDwebNy4URqjpaUFZWVlsNls2L9/PywWS9xn+sPsdjtSU1NRUlKC3NxcBAKBpV2AGOTk/CuDwQCTyYS2tjYp5nQ6cffuXRQUFMDpdOLx48cwm80xV859Ph/y8vKg1Wpjjj89PY2HDx+ivr5++SdIRET0txQhhPjTSRARERH9mzweDxwOB/x+f8w7B44ePQqLxYJz584lPPbt27fhcrnw/PnzlUiViIgIAG+bJyIiov+hw4cPY2BgAJ8/f4753nmLxYKqqqolja1UKnHr1q3lpkhERBSBK+9ERERERERESY7PvBMRERERERElORbvREREREREREmOxTsRERERERFRkmPxTkRERERERJTkWLwTERERERERJTkW70RERERERERJjsU7ERERERERUZJj8U5ERERERESU5Fi8ExERERERESW5vwC97LfgSAaY4AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "span_in_symbols = 8 # Filter span in symbols\n",
    "samples_per_symbol = 8 # Number of samples per symbol, i.e., the oversampling factor\n",
    "\n",
    "rrcf_short = RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, beta)\n",
    "rrcf_short_blackman = RootRaisedCosineFilter(span_in_symbols, samples_per_symbol, beta, window=\"blackman\")\n",
    "\n",
    "rrcf_short_blackman.window.show(samples_per_symbol)\n",
    "rrcf_short_blackman.window.show(samples_per_symbol, domain=\"frequency\", scale=\"db\")\n",
    "\n",
    "rrcf_short.show()\n",
    "plt.title(\"Impulse response without windowing\")\n",
    "\n",
    "rrcf_short_blackman.show()\n",
    "plt.title(\"Impulse response with windowing\")\n",
    "\n",
    "rrcf_short.show(\"magnitude\", \"db\")\n",
    "plt.title(\"Magnitude response without windowing\")\n",
    "\n",
    "rrcf_short_blackman.show(\"magnitude\", \"db\")\n",
    "plt.title(\"Magnitude response with windowing\")\n",
    "\n",
    "print(\"ACLR (db) without window\", 10*np.log10(rrcf_short.aclr))\n",
    "print(\"ACLR (db) with window\", 10*np.log10(rrcf_short_blackman.aclr))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
